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OpenAI is a non-profit organisation that focuses on machine learning and artificial intelligence and has been releasing great tools for the world to use. The latest of their inventions is ChatGPT. Ever since its release, it is breaking the internet and everyone is talking about it. Microsoft also implemented it on its Azure services. You might have wondered what is ChatGPT and how to use it. In this guide, we answer a few questions, What is ChatGPT and How to use ChatGPT?

What is ChatGPT

ChatGPT is a large language model developed and released by OpenAI. It has the ability to understand and respond to our queries and questions. It can help you in doing many things and can explain things in an easy way.

ChatGPT is trained with a lot of information that makes it able to answer any question you ask, write stories, make jokes, translate languages, or even write code to carry out automation tasks, etc.

Already many companies are figuring out its usage on their services and implementing it to benefit their user base. One such company to jump on the bandwagon of ChatGPT is Microsoft.

What are the benefits of ChatGPT?

ChatGPT has so many benefits. They are:

Personalized answers: When you use ChatGPT to get answers to your questions, you get answers based on your input. Your input decides how ChatGPT behaves and gives you an answer. If you are unsatisfied with an answer, you can ask for more again and again until you get what you want.

Automation: You can use ChatGPT to write code to automate repetitive tasks that you do every day. This can be helpful to marketers, customer support, etc. They can use ChatGPT or its API to create marketing content or respond to customer queries using the bot. You can make it write social media posts, and a code to schedule them automatically or post them. Though it takes some time to understand, it is worth the try.

Data Analysis: ChatGPT can analyse your input and give you output based on that. If you don’t understand something, you can just input it on ChatGPT and get it analyzed and simplified for you. You can input the data in any language, and ChatGPT can process it and summarize it.

These are the major benefits of ChatGPT that can help everyone.

Read: Things you can do with ChatGPT.

How to use ChatGPT

Using ChatGPT is an no-brainer. Follow the below steps to use ChatGPT.

Go to the OpenAI website on a web browser

Let’s get into the details of the process.

You need to create an account using your email id, or just use your Google (Gmail) account or Microsoft Account to complete Sign up on OpenAI to use ChatGPT.

Once you are done with Signing up and logging in, it will take you to the ChatGPT page. You can type your questions or queries in the text box at the bottom of ChatGPT and press Enter. The bot will answer your questions.

Read: How to use Chat PT on Google Search

This post will help you if you receive ChatGPT is at capacity right now message.

How to clear ChatGPT History?

It will delete the single conversation you have selected.

Read: A Guide to OpenAI and its Products and Services

How to use ChatGPT API

TIP: AI Text Classifier tool can detect ChatGPT-generated content

How to use ChatGPT to Code

Using ChatGPT to code is an easy process. You just have to log in to your OpenAI account and head to the ChatGPT page. There in the text bar, give instructions on the type of code you want and the desired outputs of the code and press Enter. ChatGPT will write the code for you. If you do not understand the code, you can ask ChatGPT to break it down and explain it to you on its usage.

Read: How to opt out of your Data Collection on ChatGPT

How to use ChatGPT without phone number?

You cannot use ChatGPT without a phone number. The phone number is used to verify your account and secure the platform and your account. If you want to use ChatGPT without giving your own phone number, you can use temporary number services online and use a number to verify and use ChatGPT.

TIP: You might want to take a look at these free ChatGPT alternatives too.

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How To Use Chatgpt For Content Writing (Guide)

Content writing is more than just researching, drafting, editing, and publishing. It is both an art and a science, and doing it right every time takes a lot of effort and time. Like, the best content writers are hard to find, and even if you’re one, you might know how hard it is to handle so many writing projects.

Let’s get started!

Someone who is super lazy to write and edit and then edit once again should not use an Ai content writing tool like ChatGPT or Writesonic, or any other tool that is available.

For example, you used ChatGPT to write an article on “10 Best Things From The 90s That Sucked.“

Yes, ChatGPT will start writing, create a draft, and bring all the things from the 90s that sucked but will not have that human touch. The writing will be bland and you as a writer will lose your essence.

First, let’s talk about the struggle of writing fresh and innovative content.

We’ve all been there, staring at a blank screen; the daunting task of filling it up with meaningful words often feels like climbing a mountain. This is where ChatGPT can be your lifesaver.

You have your main points, but the words aren’t flowing.

You could turn to ChatGPT, input your key points, and ask it to generate a few paragraphs.

Not only does ChatGPT excel at generating new content, but it’s also an excellent tool at polishing existing material.

Say you have a draft that needs refining, or perhaps you’re struggling with the conclusion of an article.

Consistency in tone and style is a necessary aspect of good content writing.

Secondly, even if you’re writing a formal business proposal or a light-hearted blog post about travel, ChatGPT can adapt to your preferred style.

Want a humorous twist in your travelogue? ChatGPT can do that too.

Oh, and let’s not forget about writer’s block. With ChatGPT, you have a handy tool to bust through this block.

Now, ready to find out how to use ChatGPT for content writing? Let’s jump right in.

To use ChatGPT for writing as a content writer, all you need is a pro version of ChatGPT because, trust us, we have tried the free version, and it will not understand the prompts as ChatGPT 4 model does.

Before interacting with ChatGPT, it’s crucial to clearly outline what you want from your content.

Are you aiming to inform, persuade, or entertain your audience?

The more precise your objectives, the more effectively you can guide the AI while writing the prompts.

For example, you can note down the goals of your writing.

If you will not tell ChatGPT that it needs to write for Dog Foods and that too to bring your affiliate sales, it will just list out the products.

So, write your goals,; this will help you write prompts for better output.

If you’re writing a formal business article, you’ll need a professional and authoritative tone.

A casual, friendly tone might be more appropriate for a blog post on travel or food.

Here’s a list of different styles of content writing that you can add to your prompts:

Blogging: Informative and conversational writing style for online articles and personal blogs.

Technical Writing: Clear and concise writing style used to explain complex topics or procedures, often found in user manuals and technical documentation.

Creative Writing: Expressive and imaginative style used for storytelling, poetry, or fiction writing.

Academic Writing: Formal and research-based style used in scholarly publications and academic papers.

Social Media Writing: Short and engaging style tailored for social media platforms, including posts, tweets, and captions.

Sales Writing: Convincing and persuasive style used in sales letters, product descriptions, and promotional content.

Grant Writing: Persuasive and detailed style used to write proposals for funding or grants.

Travel Writing: Descriptive and immersive style used to capture and share travel experiences and destinations.

Medical Writing: Precise and specialized style used in medical and pharmaceutical publications, clinical research papers, and drug documentation.

Now, it’s time to interact with the model.

But don’t just give the prompt in this way: “I need to write a detailed blog post about sustainable energy, highlighting its benefits and future prospects.”

This will not provide the best result for you as a content writer. Instead, to begin your conversation with ChatGPT, you must provide a System Prompt.

So in that case your system prompt will look like this:

"Act as a tech writer. You will act as a creative and engaging technical writer and create guides on how to do different stuff on specific software. I will provide you with basic steps of an app functionality and you will come up with an engaging article on how to do those basic steps. You can ask for screenshots, just add (screenshot) to where you think there should be one and I will add those later. These are the first basic steps of the app functionality: {Step format}"

Or you can prepare ChatGPT to help you as an Academician:

"I want you to act as an academician. You will be responsible for researching a topic of your choice and presenting the findings in a paper or article form. Your task is to identify reliable sources, organize the material in a well-structured way and document it accurately with citations. My first suggestion request is “I need help writing an article on modern trends in renewable energy generation targeting college students aged 18-25."

This could range from asking for an engaging introduction, compelling subheadings, interesting facts, or even thought-provoking questions to include in your piece.

Here in this example we improved the content after asking GPT for revision

You can specifically provide someone else’s style of writing or tell ChatGPT to rewrite the introduction for the content in more interesting style.

Once you have a draft, you can ask ChatGPT to refine it further.

ChatGPT will do all the refinements for you and yes you can even change the style, tone vocabulary and language of your existing content.

Don’t forget, AI models like ChatGPT are powerful tools designed to assist you in your content writing tasks.

As soon as ChatGPT provides you with the draft, edit it and refine it 3-4 times so that your end product feels like the best content.

Also, in case you’re looking for ChatGPT prompts as a writer, do not forget to check out our comprehensive list of ChatGPT writing prompts that can help you as a blogger, SEO writer or copywriter.

How To Use Chatgpt For Ecommerce

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By integrating ChatGPT into your eCommerce platform, you can improve customer experience, increase engagement, and ultimately drive sales.

This page is part of the How to Use ChatGPT guide. At the bottom of this page, you’ll find links to other use cases.

Product Descriptions and Content Creation

Generate a catchy product title

User prompt: Help me create a catchy title for a wireless Bluetooth earbuds with noise-cancellation feature and long battery life.

AI response: “Unstoppable Audio Bliss: Wireless Bluetooth Earbuds with Noise-Cancellation & Long-Lasting Battery”

Craft an engaging product description

User prompt: Write an engaging description for a high-performance electric skateboard with a range of 15 miles, top speed of 25 mph, and an eco-friendly bamboo deck.

AI response: “Introducing the ultimate fusion of speed, distance, and eco-conscious design – our high-performance electric skateboard. Glide effortlessly at an exhilarating top speed of 25 mph, while enjoying an impressive 15-mile range on a single charge. Crafted with sustainability in mind, the sleek bamboo deck not only adds a touch of elegance but also ensures a lighter, more durable ride. Experience the thrill of carving the streets in style with this game-changing electric skateboard!”

Highlight product features and benefits

User prompt: List 3 key features and benefits of a stainless steel vacuum insulated water bottle, keeping drinks cold for 24 hours and hot for 12 hours.

AI response:

Feature: Stainless Steel Vacuum Insulation – Benefit: Superior temperature retention, keeping your drinks cold for up to 24 hours and hot for up to 12 hours.

Feature: Durable and Sweat-Proof Design – Benefit: No condensation or heat transfer, ensuring a comfortable grip and protection for your belongings.

Feature: Eco-Friendly Choice – Benefit: Reusable and long-lasting, reducing single-use plastic waste and promoting a greener lifestyle.

Provide engaging product use-cases

User prompt: Share three creative use-cases for a portable solar power bank with a built-in flashlight and carabiner clip.

AI response:

Outdoor Adventures: Never run out of power on your camping, hiking, or backpacking trips. Simply attach the solar power bank to your backpack and keep your devices charged while soaking up the sun.

Emergency Preparedness: Stay prepared for power outages or natural disasters with this solar power bank. The built-in flashlight provides essential illumination, while the solar panel ensures a continuous energy source.

Travel Companion: Keep your devices charged on long road trips, flights, or train journeys. The carabiner clip makes it easy to attach to your luggage, and the solar charging feature means you’ll always have backup power, even when you’re miles away from an outlet.

Research target keywords and generate content ideas

Using the AI, you can research target keywords and generate relevant content ideas to improve your eCommerce SEO efforts.

User prompt: Can you provide content ideas for an eCommerce store that sells eco-friendly home products and suggest relevant keywords to target for SEO? Our top-sellers include reusable bags, bamboo cutlery, and biodegradable cleaning products.

Enhance product descriptions with relevant keywords

Optimize product descriptions for SEO by incorporating relevant keywords without compromising the quality of the text.

AI response: Optimized description: Our reusable shopping bag is a durable and eco-friendly choice for your daily grocery shopping needs. Say goodbye to single-use plastic bags and reduce your carbon footprint with this stylish and sustainable option for eco-conscious shoppers.

Provide suggestions to improve existing content for SEO

AI can analyze and offer recommendations to enhance your current content to better suit your SEO goals.

User prompt: We have a blog post titled “5 Simple Switches for a Greener Household” on our eco-friendly home products eCommerce site. How can we optimize the post for SEO while still maintaining a natural and reader-friendly tone?

Generate keyword-optimized long-tail questions and answers

Create content like Q&As that target long-tail keywords to cater your site to user search queries and enhance your site’s visibility on search engines.

User prompt: Can you provide three long-tail questions and answers related to eco-friendly home products to use as FAQ content for our eCommerce site’s SEO optimization?

AI response:

Marketing and Advertising

Generate captivating ad headlines

User prompt: Help me create a captivating headline for a Facebook ad promoting a limited-time sale on organic skincare products.

AI response: “Glow like never before! ✨ Limited-Time Sale on Luxurious Organic Skincare”

Craft persuasive ad copy

User prompt: Write persuasive ad copy for an Instagram ad promoting a new line of eco-friendly activewear made from recycled materials.

AI response: “Discover the ultimate fusion of style, performance, and sustainability. Our new eco-friendly activewear line, crafted from premium recycled materials, feels as good on your skin as it does on your conscience. Empower every workout while making a positive impact on the planet. 🌎🏃‍♀️ Don’t just chase your fitness goals, do it with purpose! #EcoActive”

Compose engaging email subject lines

User prompt: Create an engaging email subject line for a newsletter announcing a new collection of handcrafted artisan jewelry.

AI response: “Unlock your inner sparkle ✨ Discover our mesmerizing new artisan jewelry collection!”

Write compelling email content

User prompt: Write an introductory paragraph for an email campaign promoting an exclusive offer on a premium subscription box service for dog owners.

AI response: “Hey there, fellow dog lover! 🐾 We know how much you adore your furry best friend, and that’s why we’ve got an exclusive offer you won’t want to miss. Introducing our premium subscription box service, packed with hand-selected, top-quality goodies to pamper your pup every month. From nutritious treats to delightful toys, we’ve got everything you need to keep your dog’s tail wagging. For a limited time, enjoy a special discount on your first box – because your pup deserves the very best!”

Generate social media post ideas for eCommerce marketing

The AI can be used to generate engaging and creative social media post ideas to enhance your eCommerce marketing strategy.

User prompt: I need five social media post ideas to promote our eCommerce store that sells organic skincare products. Focus on being engaging and highlighting the benefits of using organic products.

Craft engaging social media captions

Optimize your social media captions by adding engaging and persuasive text to attract your target audience.

User prompt: We’re launching a new line of vegan leather bags on our eCommerce store. Can you write an engaging Instagram caption to promote the product?

AI response: Introducing our latest collection of vegan leather bags 🌱💼 – style meets sustainability! Elevate your wardrobe with these cruelty-free accessories that look amazing and do good for our planet 🌍. #VeganFashion #EcoFriendly

Request ideas for influencer collaborations and social media campaigns

Enhance your social media strategy by partnering with influencers and running campaigns that resonate with your audience.

User prompt: We want to partner with influencers to promote our sustainable activewear eCommerce store. Can you provide two campaign ideas that would be suitable for these collaborations?

Generate social media ad copy for eCommerce store promotions

The AI can help you craft compelling ad copy that appeals to prospective customers and aligns with your marketing goals.

User prompt: Can you create Facebook ad copy for our limited-time 20% off sale on a sustainable jewelry eCommerce store? The focus should be on eco-friendly materials and the offer’s short duration.

AI response: 💍✨Eco-Friendly Luxury – Now 20% OFF! ✨💍 Give your jewelry collection a sustainable upgrade with these stunning pieces made from ethically sourced, eco-friendly materials. Don’t wait – this exclusive offer ends soon! ⏳ #GreenBling #EcoChic

User Reviews and Testimonials

Identify common customer feedback themes

User prompt: Analyze the following customer reviews of our fitness tracking app and identify 3 common themes: “Great app for tracking my runs, but the GPS is sometimes inaccurate.”, “Love the app, but I wish it had better GPS tracking for my outdoor workouts.”, “The app works well for tracking my progress, but it struggles with GPS accuracy during my bike rides.”

AI response: Theme 1: Positive experience with fitness tracking. Theme 2: GPS accuracy issues. Theme 3: App used for various outdoor activities (running, biking, etc.).

Summarize lengthy customer feedback

User prompt: Summarize the following lengthy customer review of our organic tea product: “I absolutely love this tea! I’ve been searching for the perfect blend of flavor and health benefits for a while now, and I finally found it with this product. The aroma is so enticing, and the taste is just perfect – not too strong, not too weak. I also appreciate that the ingredients are all organic and ethically sourced. I’ve noticed a significant improvement in my overall well-being since I started drinking this tea daily. The only downside is the price, as it’s a bit more expensive than other teas on the market, but I truly believe it’s worth every penny.”

AI response: The customer loves the tea’s taste and aroma, appreciates the organic and ethically-sourced ingredients, and has experienced improved well-being since drinking it daily. The only downside mentioned is the higher price compared to other teas.

Generate testimonials from positive reviews

User prompt: Write a testimonial based on the following positive customer review of our ergonomic office chair: “I’ve been using this ergonomic office chair for the past month, and I couldn’t be happier! The adjustable features have made it easy for me to find the perfect sitting position, and my back pain has significantly decreased. The chair’s design is also sleek and modern, fitting in perfectly with my office décor. I highly recommend this chair to anyone in need of a comfortable and stylish upgrade!”

AI response: “I couldn’t be happier with my ergonomic office chair. The adjustable features helped me find the perfect sitting position, significantly reducing my back pain. Plus, the sleek, modern design fits in perfectly with my office décor. I highly recommend this chair for a comfortable and stylish upgrade! – Happy Customer”

Suggest improvements based on negative reviews

User prompt: Based on the following negative customer review of our portable Bluetooth speaker, suggest possible improvements: “The speaker’s sound quality is impressive, but the battery life is disappointing. I barely get 4 hours of playtime, and it takes a long time to charge. Additionally, the Bluetooth connection is unstable, frequently disconnecting from my devices.”

AI response: Suggested improvements: 1) Improve battery life for longer playtime. 2) Reduce charging time. 3) Enhance Bluetooth connectivity for a more stable connection.

Generate ideas for showcasing testimonials on your website

Use the AI to brainstorm creative ways to display user testimonials on your eCommerce website for maximum impact.

User prompt: I want to display testimonials effectively on my eco-friendly clothing store’s website. Can you suggest 3 unique ways to showcase them that’ll create a lasting impression on visitors?

Craft hypothetical positive testimonials based on product features

Utilize the AI to create examples of positive testimonials by highlighting key product features, simulating how satisfied customers might rave about your products.

User prompt: I need 3 hypothetical positive customer testimonials about our organic skincare line that target specific product features, results, and the eco-friendly aspect of the items we sell.

AI response:

Request improvements for a given testimonial

Ask the AI to revise or improve a customer testimonial’s formatting or presentation style to make it more engaging and effective.

User prompt: Please improve this customer testimonial for our eco-friendly kitchen gadgets eCommerce store: “Good products, happy with purchase, will buy again.”

AI response: “I’m extremely impressed with the quality and functionality of the eco-friendly kitchen gadgets I purchased from [Your Brand]. I’m thrilled with my experience and will definitely be a returning customer!” – Sarah, TX

Generate responses to customer reviews and testimonials

Allow the AI to help you draft appropriate replies to both positive and negative customer reviews, demonstrating your commitment to a superb customer experience.

User prompt: A customer left this positive review for our vegan shoe eCommerce store: “I’m in love with my new vegan sneakers! Comfortable, stylish, and cruelty-free! Thanks, [Your Brand]! 🌱❤️” Please help me craft a thoughtful response to show our appreciation.

AI response: Hi there! We’re thrilled to hear that you’re loving your new vegan sneakers! Your satisfaction means the world to us, and we appreciate your support of our cruelty-free mission. Thank you for choosing [Your Brand], and we hope to continue providing you with stylish and comfortable footwear in the future! 🌱👟

Data Analysis and Business Insights

Identify popular product categories

User prompt: Based on the following sales data, determine the top 3 product categories: Electronics: 450 sales, Home & Kitchen: 380 sales, Clothing: 500 sales, Toys & Games: 300 sales, Health & Beauty: 420 sales.

AI response: The top 3 product categories are: 1) Clothing (500 sales), 2) Electronics (450 sales), and 3) Home & Kitchen (380 sales).

Analyze customer behavior

User prompt: Analyze the following customer behavior data: 65% of customers abandon their cart after adding products, 20% apply coupon codes during checkout, and 15% purchase multiple items from the same category. Identify possible insights and opportunities to improve conversion rates.

AI response: Insights and opportunities: 1) Implement strategies to reduce cart abandonment, such as remarketing or offering incentives. 2) Promote coupon codes more effectively to encourage purchases. 3) Explore cross-selling or bundling strategies to capitalize on customers’ interest in purchasing multiple items from the same category.

Recognize seasonal shopping trends

User prompt: Based on the following monthly sales data, identify any seasonal shopping trends: January: 120 sales, February: 100 sales, March: 140 sales, April: 160 sales, May: 200 sales, June: 210 sales, July: 150 sales, August: 170 sales, September: 180 sales, October: 220 sales, November: 300 sales, December: 320 sales.

AI response: Seasonal shopping trends: 1) Increased sales during the summer months (May-June). 2) A spike in sales during the holiday season (November-December).

Evaluate pricing strategy effectiveness

User prompt: Evaluate the effectiveness of our pricing strategy based on the following data: 70% of sales come from products priced between $20 and $50, 20% from products priced below $20, and 10% from products priced above $50. Our store offers a balanced mix of products in all price ranges.

AI response: The pricing strategy appears to be effective for products priced between $20 and $50, as they account for the majority of sales (70%). However, there may be room for improvement in attracting customers to lower-priced items (below $20) and higher-priced items (above $50), which currently represent 20% and 10% of sales, respectively. Consider promotional strategies or adjusting product offerings to capture a larger share of the market for these price ranges.

Analyze top-performing products for common factors

Let the AI aid in identifying common elements of your best-selling products to help you expand or improve your product line accordingly.

User prompt: Based on the following top-selling items in our sustainable activewear store: organic cotton yoga pants, recycled fabric sports bras, and bamboo running tees, can you identify common factors that might be contributing to their success?

Recommend website improvements to enhance user experience

Utilize the AI to suggest website enhancements that could improve customer experience and conversion rates based on provided data.

User prompt: We have a high bounce rate on our homepage, and customers frequently abandon items in their shopping carts. What are four recommendations you can give to optimize user experience and increase conversions for our online furniture store?

Identify customer feedback trends to improve products/services

Ask the AI to pinpoint trends in customer feedback that could help you enhance your products or services based on provided reviews.

Suggest promotional strategies based on sales data

Enable the AI to propose promotional ideas that could help increase sales and conversions by analyzing your sales data.

User prompt: Our online cosmetics store sees a dip in sales during the summer months. What are 3 promotional strategies we could implement to boost sales during this period?

ChatGPT Guides & Prompts

Interested in other domains also? Be sure to check out our full list of guides:

How To Use Chatgpt For Travel

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This page is part of the How to Use ChatGPT guide. At the bottom of this page, you’ll find links to other use cases.

Travel Planning and Itinerary Creation

Requesting destination recommendations based on preferences

To receive personalized travel suggestions, you can provide your preferences and interests. The AI will generate a list of destinations that cater to those preferences.

User prompt: Recommend a European destination for a solo traveler who loves art, history, and vegetarian cuisine.

AI response: I highly recommend visiting Florence, Italy. This city is known for its rich art and history, with famous landmarks such as the Uffizi Gallery and the Accademia Gallery, which houses Michelangelo’s David. Moreover, there are numerous vegetarian-friendly restaurants serving traditional Italian dishes with a fresh focus on plant-based ingredients.

Asking for itinerary ideas based on your travel plans

After choosing a destination, you can request specific itinerary ideas based on your length of stay, interests, and travel style.

User prompt: I’m planning a four-day trip to Tokyo. Can you suggest a balanced itinerary with a mix of popular attractions, local experiences, and relaxation?

Visit the iconic Senso-ji Temple in Asakusa

Explore Nakamise shopping street

Take a relaxing evening stroll along the scenic Sumida River

Day 2:

Visit Tsukiji Outer Market for sushi breakfast

Discover Meiji Shrine in the heart of Yoyogi Park

Wander through Takeshita Street in Harajuku for unique fashion

Day 3:

Explore the Shinjuku Gyoen National Garden

Experience the bustling streets of Shibuya and its famous crossing

Enjoy a leisurely evening at an izakaya in Ebisu

Day 4:

Take a day trip to Yokohama, visiting Minato Mirai 21 and Chinatown

Relax at a Japanese onsen in the evening

Requesting accommodation suggestions based on your preferences

Finding the perfect place to stay can be challenging. You can ask the AI to recommend accommodations based on your preferences, such as location, budget, and type.

User prompt: Recommend a family-friendly hotel in Paris with a central location, close to main tourist attractions, and within a budget of $200 per night.

AI response: Consider staying at the Ibis Styles Paris Gare du Nord TGV, a family-friendly hotel located near the Gare du Nord train station. The hotel offers rooms within your budget, and its central location provides easy access to major tourist attractions such as Notre-Dame, the Louvre, and the Eiffel Tower. The hotel also provides complimentary breakfast and family rooms to accommodate family travel.

Requesting day-by-day itinerary breakdown with activity details

To create a detailed and engaging itinerary, you can ask for a day-by-day breakdown that includes specific activities, timeframes, and transportation recommendations.

User prompt: I’m going on a 3-day trip to Barcelona. Please provide a day-by-day itinerary with detailed activity suggestions, including morning, afternoon, and evening plans.

Afternoon: Head to Park Güell, another of Gaudí’s creations. Reserve a ticket for the Monumental Zone and explore the park’s artistic and natural beauty.

Evening: Enjoy tapas and drinks at El Nacional, a gastronomic market with various food stations.

Day 2:

Morning: Discover the Gothic Quarter, with its narrow streets, historic architecture, and the stunning Barcelona Cathedral.

Afternoon: Wander down La Rambla, a vibrant boulevard, and stop by the famous La Boqueria Market for lunch.

Evening: Catch a flamenco show at Tablao Cordobés, a renowned venue for authentic performances.

Day 3:

Morning: Visit Montjuïc, a hill overlooking the city. Start with a stroll in the Jardins de Joan Maragall, followed by the National Art Museum and the ‘Magic Fountain’ light show.

Afternoon: Relax on Barceloneta Beach and soak up the sun or swim in the Mediterranean Sea.

Evening: End your trip with a sunset view from Bunkers del Carmel, offering panoramic vistas of Barcelona.

Requesting thematic itinerary suggestions tailored to your interests

If you have specific interests, be it art, food, or architecture, you can request a thematic itinerary incorporating the best spots related to your passion.

User prompt: I’m a photography enthusiast visiting New York City for 4 days. Can you provide a list of must-visit photography spots and suggested activities for each day?

Sunrise: Capture the Brooklyn Bridge and Manhattan skyline from DUMBO, Brooklyn

Afternoon: Wander through Central Park, photographing the Bethesda Terrace and Bow Bridge

Sunset: Head to the Top of the Rock at Rockefeller Center for sweeping city views

Day 2:

Morning: Visit the High Line, a linear park built on an old railway line, ideal for street photography

Afternoon: Explore the vibrant streets of Soho and its unique cast-iron architecture

Evening: Snap the illuminated Times Square, the epitome of NYC’s nightlife

Day 3:

Morning: Photograph the iconic Flatiron Building, followed by a visit to the nearby Madison Square Park

Afternoon: Walk across the Williamsburg Bridge and explore the street art scene in Williamsburg, Brooklyn

Sunset: Catch golden hour at Gantry Plaza State Park in Long Island City, Queens, with stunning skyline views

Day 4:

Morning: Check out Coney Island’s beach, amusement park, and colorful murals

Afternoon: Photograph the street art in Bushwick, Brooklyn, particularly at the Bushwick Collective

Evening: Visit the neon lights at the Staten Island Ferry Terminal, and capture the Statue of Liberty from the ferry

Requesting alternative activity options to customize your itinerary

You can ask for alternative options to replace activities or destinations in your itinerary or to accommodate weather changes or your mood.

User prompt: I am following a 5-day London itinerary. Today’s plan is visiting Kew Gardens, but the weather is rainy. Can you recommend an alternative indoor activity?

AI response: Since the weather is rainy, instead of visiting Kew Gardens, consider visiting the Natural History Museum. This world-famous museum has an amazing collection of exhibits, including dinosaur fossils, a life-sized blue whale model, and the stunning Hintze Hall. With so much to see, it’s the perfect indoor alternative for a rainy day.

Destination Research and Information Retrieval

Requesting historical and cultural background of landmarks

To gain a deeper understanding of the places you visit, you can ask for historical and cultural context about destinations and landmarks.

User prompt: Tell me about the history and cultural significance of Angkor Wat in Cambodia.

AI response: Angkor Wat is a temple complex in Cambodia and one of the largest religious monuments in the world. Built in the 12th century by the Khmer King Suryavarman II, it was initially a Hindu temple dedicated to the god Vishnu. Later, it transitioned into a Buddhist temple. Its intricate bas-reliefs, iconic towers, and majestic layout represent a masterful blend of spirituality, symbolism, and architecture, making it a symbol of Cambodian national pride and a UNESCO World Heritage site.

You can request practical tips to help you make the most of your visit, from transportation options to local customs and etiquette.

AI response: When visiting the Taj Mahal, it’s best to arrive early in the morning to avoid large crowds and capture the sunrise. Alternatively, evening visits showcase the monument in a different light. The nearest city, Agra, is well-connected to India’s major cities by train and bus. Upon arrival at the Taj Mahal, note that there’s a no-shoe policy within the main mausoleum, so you’ll be provided with shoe covers. Additionally, tripods and large bags aren’t allowed, and photography is prohibited within the mausoleum itself. Be respectful of the site’s cultural, spiritual, and historical significance throughout your visit.

Requesting local insights and recommendations, such as food, markets, or lesser-known attractions

To enable a more authentic travel experience, you can ask for insights about local cuisine, markets, or hidden gems in the area.

User prompt: I’m going to Kyoto, Japan. Can you recommend some local dishes I should try and where I might find them in the city?

AI response: In Kyoto, you’ll find a variety of delicious local dishes, such as:

Kaiseki: A multi-course, traditional Japanese meal. For an exceptional Kaiseki dining experience, try Gion Karyo in the Gion district.

Yudofu: A comforting tofu hotpot dish. Visit Nanzenji Junsei, located near Nanzenji Temple, for a lovely Yudofu meal.

Matcha sweets: Kyoto is renowned for its green tea, including matcha-flavored desserts. Visit Itoh Kyuemon in Uji, a suburb of Kyoto, for an array of tantalizing matcha treats.

Also, explore Nishiki Market, a bustling food market teeming with local specialties, street food stalls, and traditional shops where you can taste many of Kyoto’s culinary delights.

User prompt: Can you tell me about the visa requirements for US citizens visiting Brazil for tourism purposes?

Requesting local transportation options and costs

Make the most of your trip by understanding the transportation options available at your destination, and how much they might cost.

User prompt: What are the main transportation options within Amsterdam, and can you provide the approximate costs of each method?

AI response: In Amsterdam, the main transportation options are as follows:

Bicycle: The city is famous for its bike-friendliness. Bike rentals range from €10 to €15 per day.

Trams, buses, and metro: The public transport system is efficient and extensive. A one-hour ticket costs €3.20, while a 24-hour ticket is €8.

Canal boats and ferries: The canal boats offer a picturesque way to explore the city. Prices vary depending on the route, from €8 to €25. The ferries are free and operate across the IJ River.

Taxis: They can be costly, with an initial fare of €3.25, and an additional €2.40 per kilometer.

Requesting information on local SIM cards and connectivity

Stay connected throughout your trip by inquiring about local SIM cards and plans for mobile data usage.

User prompt: What options do I have for buying a local SIM card when I arrive in Tokyo, Japan, and can you provide some plan details?

AI response: In Tokyo, you’ll find many options to purchase local SIM cards upon arrival. Major providers include NTT DOCOMO, SoftBank, and au. You can purchase SIM cards at the airport, electronic stores, or convenience stores.

Typical prepaid options are:

NTT DOCOMO: 2 GB valid for 30 days, priced at around ¥2,980.

SoftBank: Unlimited data for 31 days, priced at around ¥4,000.

au: 5 GB valid for 30 days, priced at around ¥5,000.

For the best coverage and service, ensure your mobile device is compatible with Japan’s network frequencies.

Local Experience and Activity Suggestions

Requesting off-the-beaten-path activity recommendations

If you want to explore lesser-known attractions and activities, just ask for suggestions that will help you connect with the local culture and avoid the tourist crowds.

User prompt: I’m visiting Cape Town, South Africa, and looking for authentic experiences. Can you suggest a few off-the-beaten-path activities to do?

AI response: Cape Town offers a variety of unique and authentic experiences:

Visit the vibrant Bo-Kaap neighborhood, known for its colorful houses and Cape Malay culture. Take a cooking class with a local to learn about traditional cuisine.

Go for a scenic hike in the Silvermine Nature Reserve, which offers diverse landscapes and stunning views of the city and coastline.

Tour Langa Township with a knowledgeable local guide to gain insights into the area’s history, culture, and community development initiatives.

Requesting recommendations for local markets

Explore local markets to engage with the community, admire the craftsmanship, and sample regional cuisine.

User prompt: I’ll be in Marrakech, Morocco, and I’d like to explore some of the city’s markets. Can you recommend a few that offer a diverse range of goods and local experiences?

AI response: Marrakech is known for its bustling markets, or souks. Here are a few worth exploring:

Jemaa el-Fnaa: The city’s central square, where you can find food stalls, henna artists, snake charmers, and more. It’s an excellent place to immerse yourself in local culture.

Mellah Market: Located in the Jewish Quarter, this market offers spices, herbs, fruit, and vegetables. It’s less crowded than other markets and provides a unique shopping experience.

Souk Semmarine: Perfect for encountering traditional Moroccan items like leather goods, ceramics, carpets, and jewelry, this souk is the city’s largest and most famous.

Requesting suggestions for unique local cuisine experiences

If you’re a food enthusiast, ask for local dining recommendations or information on regional dishes to taste authentic flavors during your trip.

User prompt: I’ll be in Naples, Italy, and I’m looking for unique local dining experiences. Can you recommend any restaurants or dishes that I shouldn’t miss?

AI response: In Naples, you’ll find a variety of unique and delicious dining experiences:

Pizzeria Sorbillo: Renowned for its pizzas, this historic eatery offers classics like the Margherita or Marinara, made with local ingredients and cooked in a wood-fired oven.

Pescheria Azzurra: Try a traditional seafood dish like ‘frittura di paranza’ at this local fish market-restaurant. They offer a casual dining experience where you can choose your fresh catch to be cooked on the spot.

Sfogliatelle from Pasticceria Poppella: Indulge in the Neapolitan pastry ‘sfogliatella,’ a flaky, filled confection with a crisp crust. Pasticceria Poppella is known for its exceptional quality and classic flavors such as ricotta or sweet cream.

Requesting events and activities for art enthusiasts

To receive suggestions for cultural experiences based on your artistic interests, simply ask for events or locations that cater to your preferred art form while specifying the destination and time frame.

User prompt: I’m an art lover visiting Tokyo in June. Could you recommend some art-related events or activities happening during that month?

AI response: During your visit to Tokyo in June, you might want to explore these art-related events and activities:

The Design Festa: This biannual event showcases a variety of creative works, including illustrations, sculptures, installations, and live performances.

The National Art Center, Tokyo: This museum offers unique exhibitions and collections of contemporary and traditional art. Check their schedule for June to see the featured displays.

ArtBar Tokyo: Unleash your creativity through a fun and social painting experience, guided by a professional artist. They offer sessions in English, and no previous experience is required.

Requesting activities for outdoor enthusiasts

For recommendations tailored to your love for outdoor activities, specify your location, interests, and the type of experience you’re looking for.

AI response: Queenstown offers a variety of adrenaline-pumping outdoor experiences. You might want to consider these activities:

Bungee jumping from the Kawarau Bridge: Experience the thrill of a 43-meter leap at the world’s first commercial bungee jumping site.

Zip-lining in the forests of Bob’s Peak: Soar above Queenstown through a series of tree-mounted platforms while taking in the stunning views.

Requesting music-related events and activities

To find events and activities revolving around your passion for music, be sure to mention your destination, musical preferences, and time frame.

User prompt: I’m a jazz lover visiting New Orleans in October. Are there any jazz events, shows, or activities you can recommend during my visit?

AI response: New Orleans has a vibrant jazz scene, and visiting in October offers some fantastic opportunities to experience the city’s rich musical culture:

Crescent City Blues & BBQ Festival: This free annual event brings together renowned jazz and blues artists and delicious regional cuisine.

Preservation Hall: Attend a live jazz performance in this iconic venue, known for its authentic atmosphere and traditional New Orleans jazz bands.

Frenchmen Street: Immerse yourself in the city’s music scene by exploring the lively nightclubs and bars that host live jazz performances throughout the week.

Language Translation and Cultural Support

Translating phrases to support everyday interactions

For help with language translation, simply provide the phrase you want to translate and specify the target language to communicate more effectively during your travels.

User prompt: I want to ask for directions to the nearest metro station in Spanish. How do I say that?

AI response: To ask for directions to the nearest metro station in Spanish, you can say, “¿Dónde está la estación de metro más cercana?”

Understanding cultural norms and etiquette

User prompt: I’ll be visiting Japan soon. Can you provide some general etiquette tips for dining in restaurants there?

AI response: When dining at Japanese restaurants, follow these etiquette tips:

Remove your shoes if you’re seated on tatami mats or in traditional dining areas.

Say “itadakimasu” before you start eating and “gochisosama” after finishing your meal to express gratitude.

When using chopsticks, avoid sticking them vertically into your food, as it resembles a funeral ritual.

Learning essential words or phrases for emergency situations

To prepare for any situation, ask for essential words or phrases that you may need in a foreign language in case of emergencies.

User prompt: What are some essential German phrases I should know for emergency situations during my visit to Germany?

AI response: Here are some essential German phrases for emergency situations:

Hilfe! (Help!)

Ich brauche einen Arzt. (I need a doctor.)

Polizei. (Police.)

Feuerwehr. (Fire department.)

Gibt es eine Apotheke in der Nähe? (Is there a pharmacy nearby?)

Wo ist das nächste Krankenhaus? (Where is the nearest hospital?)

Discovering local customs and practices

If you’re curious about local customs and practices in a country you’re visiting, simply ask for specific information on the cultural aspects you want to explore.

User prompt: I’ll be attending a business meeting in China. Can you give me some tips on gift-giving etiquette?

AI response: In China, gift-giving is an important aspect of business meetings. Here are some etiquette tips to follow:

Offer and receive gifts with both hands.

Gifts should be wrapped, but avoid white or black wrapping, as these colors can symbolize mourning.

Avoid gifting clocks, as they’re associated with death.

It’s common for the recipient to politely refuse a gift initially; gently insist a few times before they accept it.

Understanding social etiquette and gestures

User prompt: I’m going to India for a wedding. What are some important social gestures and etiquette tips I should know?

AI response: When attending a wedding in India, consider these social gestures and etiquette tips:

Dress conservatively and opt for traditional clothing, like a saree or kurta.

Remove your shoes before entering a place of worship or someone’s home.

Greet elders with a gentle bow and a namaste (palms pressed together at chest level).

If you choose to give a gift, money is an acceptable and common option; give it in an envelope with an odd number amount (e.g., ₹1,101).

Exploring cultural insights related to food and drinks

To enhance your dining experiences while traveling, ask for cultural insights related to local foods, drinks, and dining customs.

User prompt: I’m visiting Paris and love trying local wines. What are some etiquette tips I should keep in mind at a traditional French restaurant?

AI response: When enjoying wine at a traditional French restaurant, follow these etiquette tips:

Allow the waiter to guide you through the wine list and offer recommendations based on your preferences and your chosen meal.

It’s common for the host to order wine for the table, so refrain from ordering individually unless prompted.

Wait for the host to raise a toast before taking your first sip.

When clinking glasses, make eye contact with the person you’re toasting, and avoid crossing over someone else’s arm.

ChatGPT Guides & Prompts

Interested in other domains also? Be sure to check out our full list of guides:

How To Use Chatgpt For Data Analysis

Using Z-score method

User prompt: Hey, can you help me find the outliers in this dataset using the Z-score method? Here’s the data: [15, 25, 32, 50, 75, 100, 120, 130]

AI response: Based on the Z-score method, the outliers in your dataset are: [120, 130]

Using the IQR method

User prompt: Can you help me identify the outliers in this data using the IQR method? The data is: [10, 12, 15, 20, 25, 30, 50, 75]

AI response: Using the IQR method, the outliers in your data are: [50, 75]

The interquartile range (IQR) method is another way to find outliers in your data. You can ask the AI to calculate the IQR (Q3 – Q1) and identify data points outside the range [Q1 – 1.5 * IQR, Q3 + 1.5 * IQR] as outliers.

Detecting anomalies with moving averages

User prompt: I have a time series dataset with daily temperatures: [65, 67, 68, 64, 40, 66, 70]. Can you find any anomalies using a simple moving average with a window of 3 days?

AI response: The simple moving average for your data is [66.67, 66.33, 57.33, 56.67, 58.67]. The anomaly in your dataset is the temperature of 40.

When working with time series data, you can use moving averages to detect anomalies. You can ask the AI to calculate the moving average with a specified window size and identify data points significantly deviating from the average as potential anomalies.

Using clustering algorithms for anomaly detection

User prompt: I have 2D data points: [(2, 3), (3, 4), (5, 6), (8, 9), (12, 13), (15, 16)]. Can you help me find anomalies using the DBSCAN clustering algorithm with a maximum distance of 2 and a minimum of 2 points to form a cluster?

AI response: Based on DBSCAN with the given parameters, the anomalies in your data are: [(12, 13), (15, 16)]

You can use clustering algorithms like DBSCAN or K-means for anomaly detection. You can ask the AI to apply the chosen clustering algorithm with specific parameters and identify data points that do not belong to any cluster or have a low probability of belonging to a cluster as anomalies.

Detecting seasonality in time series data

User prompt: I have a time series dataset with monthly sales: [100, 120, 150, 200, 190, 180, 150, 130, 110, 100, 95, 90]. Can you help me detect seasonality in this data?

AI response: Based on your data, it appears there is a yearly seasonality, with sales peaking around the 4th month and decreasing towards the end of the year.

When working with time series data, you can ask the AI to help you detect seasonality or trends in the data. This can be useful for identifying periodic patterns or fluctuations, which can help you better understand the underlying behavior of your dataset and make more informed decisions in your analysis or forecasting.

Using statistical tests for anomaly detection

User prompt: I have daily website visitor counts: [1200, 1225, 1300, 1150, 1250, 1280, 10000]. Can you help me find any anomalies using the Grubbs’ test with a significance level of 0.05?

AI response: Based on the Grubbs’ test at a 0.05 significance level, the anomaly in your dataset is the visitor count of 10000.

Statistical tests like Grubbs’ test can be used to detect anomalies in your data. You can ask the AI to perform the test with a specified significance level and identify data points that are considered statistically significant outliers.

By leveraging the AI’s capabilities, you can identify outliers and anomalies in your data using various methods, depending on the nature of your dataset and the specific requirements of your analysis. Remember to always consider the context of your data and your analysis goals when interpreting the results and deciding how to handle the detected outliers or anomalies.

A Comprehensive Guide On Databricks For Beginners

This article was published as a part of the Data Science Blogathon

Overview

Databricks in simple terms is a data warehousing, machine learning web-based platform developed by the creators of Spark. But Databricks is much more than that. It’s a one-stop product for all data needs, from data storage, analysis data and derives insights using SparkSQL, build predictive models using SparkML, it also provides active connections to visualization tools such as PowerBI, Tableau, Qlikview etc. It can be viewed as Facebook of big data.

Databricks is integrated with Amazon Web Services, Microsoft Azure and Google Cloud Platform making it easy to integrate with these major cloud computing infrastructures. Some of the major firms such as Starbucks,

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This article focuses on Databricks for data science enthusiasts. For more information check out the Databricks youtube page for the same.

Table of content

Prior reading.

About Databricks community edition.

DataLake/Lakehouse.

Role-based Databricks adoption.

Advantages of Databricks.

Apache Spark

Step by step guide –

Useful resources.

Data bricks certification.

Endnotes.

Prior Readings on Analytics Vidhya

Analytics Vidhya has quality content around pyspark, the goto language on Databricks, SQL and the Apache Spark framework. It would be immensely helpful to skim through them as well. Below are some relevant articles.

About Databricks community edition

Databricks community version is hosted on AWS and is free of cost.

Ipython notebooks can be imported onto the platform and used as usual.

15GB clusters, a cluster manager and the notebook environment is provided and there is no time limit on usage.

Supports SQL, scala, python, pyspark.

Provides interactive notebook environment.

Databricks paid version has a 14 days trial period but needs to be used alongside AWS or Azure or GCP.

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Data Lake

Lakehouse or data lake – is a marketing term used in Databricks for storage layer which can accommodate structured or unstructured, streaming or batch information. It’s a simple platform to store all data. Data lake from Databricks is called delta lake. Below are a few features of delta lake.

It’s based on Parque file format.

Compatible with Apache Spark.

Versioning of data.

ACID transactions –  (atomicity, consistency, isolation, durability) ensure data durability and consistency.

Batch and streaming data sink

Supports deleting and upserting into tables using API’s

Able to query millions of files using Spark

 

Data Lake Grid

Data lake

Data warehouse

Types of data

All types: Structured data, semi-structured data, unstructured (raw) data All types: Structured data, semi-structured data, unstructured (raw) data Structured data only

Cost $ $ $$$

Format Open format Open format The closed, proprietary format

Scalability Scales to hold any amount of data at low cost, regardless of the type Scales to hold any amount of data at low cost, regardless of the type Scaling up becomes exponentially more expensive due to vendor costs

Intended users

Limited: Data scientists Unified: Data analysts, data scientists, machine learning engineers Limited: Data analysts

Ease of use

Difficult: Exploring large amounts of raw data can be difficult without tools to organize and catalog the data Simple: Provides simplicity and structure of a data warehouse with the broader use cases of a data lake Simple: The structure of a data warehouse enables users to quickly and easily access data for reporting and analytics

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Role-based Databricks adoption

Data Analyst/Business analyst: As analysis, RAC’s, visualizations are the bread and butter of analysts, so the focus needs to be on BI integration and Databricks SQL. Read about Tableau visualization tool here.

Data Scientist: Data scientist have well-defined roles in larger organizations but in smaller organizations, data scientist wears various hats, one can own all the 3 roles, of an analyst, data engineer, bi visualizer etc. In a well-defined role, data scientists are responsible to source data, a skill grossly neglected in the face of modern ML algorithms. Build predictive models, manage model deployment. Monitor data drift,

Important skills

Sourcing data – Identify data sources, and leverage them to build holistic models.

Build predictive models.

Model lifecycle.

Model deployment.

Data Engineer: Largely responsible to build ETL’s, and manage the constant flow of ever-increasing data. Process, clean, and quality check the data before pushing it to operational tables. Model deployment and platform support are other responsibilities entrusted to data engineers.

Databricks have to be combined either with Azure/AWS/GCP and due to its relatively higher costs, adoption of it in small/medium startups is quite low in India.

Advantages of Databricks

Support for the frameworks (scikit-learn, TensorFlow,Keras), libraries (matplotlib, pandas, numpy), scripting languages (e.g.R, Python, Scala, or SQL), tools, and IDEs (JupyterLab, RStudio).

Databricks delivers a Unified Data Analytics Platform, data engineers, data scientists, data analysts, business analysts can all work in tandem on the same notebook.

Flexibility across different ecosystems – AWS, GCP, Azure.

Data reliability and scalability through delta lake.

Basic built-in visualizations.

AutoML and model lifecycle management through MLFLOW

Hyperparameter tuning support through HYPEROPT

Github and bitbucket integration

10X Faster ETL’s.

Apache Spark

Spark is a tool to coordinate tasks/jobs across a cluster of computers. These clusters of machines are managed by a cluster manager, it could be either YARN(yet another resource negotiator) or Mesos or Sparks own Standalone cluster manager. It supports languages such as Scala, Python, SQL, Java, and R. Spark application consists of one driver and executors.

The driver node is responsible for three things:

Maintaining information about the Spark application;

Responding to a user’s program.

Analyzing, distributing, and scheduling work across the executors.

The executors are responsible for two things:

Executing code assigned to it by the driver.

Reporting the state of the computation, on that executor, back to the driver node.

The cluster manager is responsible:

Controlling physical machines and 

allocates resources to Spark applications.

Check out this article for an indepth understanding of Spark –  Understand The Internal Working of Apache Spark. 

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Step by step guide to Databricks

Databricks community edition is free to use, and it has 2 main Roles 1. Data Science and Engineering and 2. Machine learning. The machine learning path has an added model registry and experiment registry, where experiments can be tracked, using MLFLOW. Databricks provides Jupyter notebooks to work on, which can be shared across teams, which makes it easy to collaborate.

Create a cluster:

For the notebooks to work, it has to be deployed on a cluster. Databricks provides 1 Driver:15.3 GB Memory, 2 Cores, 1 DBU for free.

Provide a cluster name.

Select Databricks Runtime Version – 9.1 (Scala 2.12, Spark 3.1.2) or other runtimes, GPU aren’t available for the free version.

Select the availability zone as AUTO, it will configure the nearest zone available.

It might take a few minutes before the cluster is up and running.

The cluster will automatically terminate after an idle period of two hours.

To close the cluster there are 2 options, one is to terminate and then restart later. Secondly, delete the cluster entirely. Deleting the cluster will not delete the notebook as notebooks can be mounted on any available cluster relevant to the job at hand.

Alternatively

Select Compute

Select on create cluster and then follow step 2 onwards given above.

Create a notebook:

Provide a relevant name to the notebook.

Select language of preference – SQL, Scale, Python, R.

Select a cluster for the notebook to run on.

Publish workbook:

Once the analysis is complete, Databricks notebooks can be published(publicly available) and the links will be available for 6 months.

Import published notebook:

Databricks notebooks, which are published can be imported using URL as well as physical files. To import using URL.

Select Workspace and move to the folder to which the file needs to be saved.

Use the link and import a sparkSQL tutorial to the workspace.

Run SQL on Databricks

Create a new notebook and select SQL as the language. In the notebook, select the Upload Data and upload the csv.

Write the data to events002

Create a SQL table using the below code:

DROP TABLE IF EXISTS diamonds; CREATE TABLE diamonds USING DELTA LOCATION '/mnt/delta/events002/'

Run SQL commands to query data:

select * from diamonds limit 10 select manufacturer, count(*) as freq from diamonds group by 1 order by 2 desc Visualize the SQL output on Databricks notebook

The output data-frames can be visualized directly in the notebook. Select the bar icon below and choose the appropriate chart. A total of 11 chart types are available.

Bar chart

Scatter chart

Maps

Line chart

Area chart

Pie chart

Quantile chart

Histogram

Box plot

Q-Q plot

Pivot (Excel-like pivot chart interface. )

End to end machine learning classification on Databricks

Databricks machine learning support is growing day by day, MLlib is Spark’s machine learning (ML) library developed for machine learning activities on Spark. Below is a classification example to predict the quality of Portuguese “Vinho Verde” wine based on the wine’s physicochemical properties.

Download the data using the link, download both chúng tôi and chúng tôi to your local machine. And upload the CSV using the Upload Data command in the toolbar.

white_wine['is_red'] = 0.0 red_wine['is_red'] = 1.0 data_df = pd.concat([white_wine, red_wine], axis=0)

Plotting :

Plot a histogram of the Y label:

import seaborn as sns sns.distplot(data.quality, kde=False)

Box plots to compare features and Y label:

import matplotlib.pyplot as plt dims = (3, 4) f, axes = plt.subplots(dims[0], dims[1], figsize=(25, 15)) axis_i, axis_j = 0, 0 for col in data.columns: if col == 'is_red' or col == 'quality': continue # Box plots cannot be used on indicator variables sns.boxplot(x=high_quality, y=data[col], ax=axes[axis_i, axis_j]) axis_j += 1 if axis_j == dims[1]: axis_i += 1 axis_j = 0

Split train test data:

from sklearn.model_selection import train_test_split train, test = train_test_split(data, random_state=123) X_train = train.drop(["quality"], axis=1) X_test = test.drop(["quality"], axis=1) y_train = train.quality y_test = test.quality

Build a baseline Model:

import mlflow import mlflow.pyfunc import mlflow.sklearn import numpy as np import sklearn from sklearn.ensemble import RandomForestClassifier from sklearn.metrics import roc_auc_score from mlflow.models.signature import infer_signature from mlflow.utils.environment import _mlflow_conda_env import cloudpickle import time # The predict method of sklearn's RandomForestClassifier returns a binary classification (0 or 1). # The following code creates a wrapper function, SklearnModelWrapper, that uses # the predict_proba method to return the probability that the observation belongs to each class. class SklearnModelWrapper(mlflow.pyfunc.PythonModel): def __init__(self, model): self.model = model def predict(self, context, model_input): return self.model.predict_proba(model_input)[:,1] # mlflow.start_run creates a new MLflow run to track the performance of this model. # Within the context, you call mlflow.log_param to keep track of the parameters used, and # mlflow.log_metric to record metrics like accuracy. with mlflow.start_run(run_name='untuned_random_forest'): n_estimators = 10 model = RandomForestClassifier(n_estimators=n_estimators, random_state=np.random.RandomState(123)) model.fit(X_train, y_train) # predict_proba returns [prob_negative, prob_positive], so slice the output with [:, 1] predictions_test = model.predict_proba(X_test)[:,1] auc_score = roc_auc_score(y_test, predictions_test) mlflow.log_param('n_estimators', n_estimators) # Use the area under the ROC curve as a metric. mlflow.log_metric('auc', auc_score) wrappedModel = SklearnModelWrapper(model) # Log the model with a signature that defines the schema of the model's inputs and outputs. # When the model is deployed, this signature will be used to validate inputs. signature = infer_signature(X_train, wrappedModel.predict(None, X_train)) # MLflow contains utilities to create a conda environment used to serve models. # The necessary dependencies are added to a chúng tôi file which is logged along with the model. conda_env = _mlflow_conda_env( additional_conda_deps=None, additional_pip_deps=["cloudpickle=={}".format(cloudpickle.__version__), "scikit-learn=={}".format(sklearn.__version__)], additional_conda_channels=None, ) mlflow.pyfunc.log_model("random_forest_model", python_model=wrappedModel, conda_env=conda_env, signature=signature)

Derive feature importance:

feature_importances = pd.DataFrame(model.feature_importances_, index=X_train.columns.tolist(), columns=['importance']) feature_importances.sort_values('importance', ascending=False)

Experiment with XGBoost and Hyperopt:

Hyperopt is a hyperparameter tuning framework based on bayesian optimization. Grid search is time-consuming and Random search while better than grid search, fails to provide optimum results. Hyperopt know-how article on Analytics Vidhya.

from hyperopt import fmin, tpe, hp, SparkTrials, Trials, STATUS_OK from chúng tôi import scope from math import exp import mlflow.xgboost import numpy as np import xgboost as xgb search_space = { 'max_depth': scope.int(hp.quniform('max_depth', 4, 100, 1)), 'learning_rate': hp.loguniform('learning_rate', -3, 0), 'reg_alpha': hp.loguniform('reg_alpha', -5, -1), 'reg_lambda': hp.loguniform('reg_lambda', -6, -1), 'min_child_weight': hp.loguniform('min_child_weight', -1, 3), 'objective': 'binary:logistic', 'seed': 123, # Set a seed for deterministic training } def train_model(params): # With MLflow autologging, hyperparameters and the trained model are automatically logged to MLflow. mlflow.xgboost.autolog() with mlflow.start_run(nested=True): train = xgb.DMatrix(data=X_train, label=y_train) test = xgb.DMatrix(data=X_test, label=y_test) # Pass in the test set so xgb can track an evaluation metric. XGBoost terminates training when the evaluation metric # is no longer improving. booster = xgb.train(params=params, dtrain=train, num_boost_round=1000, evals=[(test, "test")], early_stopping_rounds=50) predictions_test = booster.predict(test) auc_score = roc_auc_score(y_test, predictions_test) mlflow.log_metric('auc', auc_score) signature = infer_signature(X_train, booster.predict(train)) mlflow.xgboost.log_model(booster, "model", signature=signature) # Set the loss to -1*auc_score so fmin maximizes the auc_score return {'status': STATUS_OK, 'loss': -1*auc_score, 'booster': booster.attributes()} # Greater parallelism will lead to speedups, but a less optimal hyperparameter sweep. # A reasonable value for parallelism is the square root of max_evals. spark_trials = SparkTrials(parallelism=10) # Run fmin within an MLflow run context so that each hyperparameter configuration is logged as a child run of a parent # run called "xgboost_models" . with mlflow.start_run(run_name='xgboost_models'): best_params = fmin( fn=train_model, space=search_space, algo=tpe.suggest, max_evals=96, trials=spark_trials, rstate=np.random.RandomState(123) )

screenshot

Finally, retrieve the best model from MLFLOW run :

best_run = mlflow.search_runs(order_by=['metrics.auc DESC']).iloc[0] print(f'AUC of Best Run: {best_run["metrics.auc"]}')

Practice – Market Basket Analysis on Databricks

Use the online notebook to analyse InstaKart grocery data and recommended upselling/cross-selling opportunities using market basket analysis.

Dashboarding on Databricks:

Databricks has a feature to create an interactive dashboard using the already existing codes, images and output.

Move to View menu and select + New Dashboard

Provide a name to the dashboard.

It will show the available dashboard for the notebook.

If the code block or image needs to be on the dashboard, tick the box.

All ticked cells will appear on the dashboard.

The cell and be organised as necessary easily with the drag and drop feature.

Useful resources and references

Databricks Certification

Databricks provides live instructor lead training, as well as self-paced programs to help individuals understand the platform better. The self-paced course is priced at $2000. It also provides certification based on role fitment. The common career tracks are Business leader, platform admin, SQL analyst, data engineer, data scientist.

There are four certifications, namely

Databricks certified associate developer for Apache Spark – For spark developers.

Databricks Certified Professional Data Scientist – For all things ML.

Azure Databricks Certified Associate Platform Administrator – is an exam to assesses the understanding of basics in network infrastructure and security, identity and access, cluster usage, and automation with the Azure Databricks platform.

Databricks Certified Professional Data Engineer – All things ETL, pipelines, and deployment.

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End Notes

This article just scratches the surface of what Databricks is capable of. Databricks is capable of a lot more, which are not explored in this article, and for data enthusiasts, it is quite a treasure throve. So practice and always keep learning.

Good luck! Here is my Linkedin profile in case you want to connect with me. I’ll be happy to be connected with you. Check out my other articles on data science and analytics here.

Image References :

The media shown in this article are not owned by Analytics Vidhya and are used at the Author’s discretion.

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