From Scratch AI

Build a Smart Netflix Dashboard That Answers You with Charts What if you could ask a dataset a question—and get back a chart? In this beginner-friendly tutorial, you’ll create a Streamlit app that does exactly that: Loads Netflix data into your browser Lets you ask questions using plain English Uses AI to answer your question and dynamically generate a chart No coding experience? No problem. Follow these steps and you'll have it running locally in minutes. 🧰 What You’ll Need Python installed from python.org Netflix dataset from Kaggle - Netflix Shows A free OpenAI API key from platform.openai.com You may need to pre-purchase credits to use the API in this sample app. 📁 Setup Instructions Create a folder called netflix-ai-dashboard Place netflix_titles.csv inside that folder Install the required Python libraries: pip install streamlit pandas matplotlib openai 📄 Full App Code ( app.py ) Create a new f...

You already know the basics—now it's time to level up. In this tutorial, we'll explore advanced prompt engineering techniques to help you get even more from Claude, ChatGPT, and other LLMs. Ready to get serious? ⚙️ Understanding Advanced Prompt Engineering Advanced prompt engineering involves: Chained Prompts: Breaking tasks into smaller, manageable prompts Few-Shot Learning: Guiding AI with structured examples Prompt Templates: Creating reusable prompts for efficiency System Prompts: Setting context and tone clearly upfront Prompt Optimization: Iterating and refining prompts for accuracy 🔗 Technique 1: Chained Prompts (Prompt Chaining) Sometimes tasks are too complex for one prompt. Solution? Break it down. # Prompt 1 (Outline): "Create an outline for a blog post about time management techniques." # Prompt 2 (Expand each part): "Write a paragraph about the Pomodoro Technique based on this outline." # Prompt 3 (Polish): ...

Once you've crafted a great prompt, don't let it go to waste! In this guide, you'll learn how to turn any prompt into a reusable, personalized template — perfect for creating your own AI-powered toolkit. 🔁 Why Use Prompt Templates? 📌 Save time on tasks you do repeatedly 📈 Maintain consistency and quality in outputs 🔧 Easily customize for different situations 📄 Step 1: Identify Reusable Prompts Think about prompts you’ve used that worked well. Do they fit into common categories? Writing emails Creating content ideas Summarizing meetings Outlining blog posts 🔤 Step 2: Add Placeholders Turn static text into dynamic templates by replacing specifics with brackets. For example: Original Prompt: Write a friendly follow-up email to a client named Sarah about their recent website inquiry. Keep it short and helpful. Template Version: Write a friendly follow-up email to a client named [Client Name] about their recent [Topic]...

So far, you’ve learned the basics of prompt engineering and built a custom assistant. Now, let’s take it up a notch by creating a multi-step AI workflow — using prompt chaining. We’ll walk through a real-world task: drafting the perfect email. 🔗 What is Prompt Chaining? Prompt chaining means using the output of one AI prompt as the input for the next. It’s a way to break complex tasks into smaller, manageable steps — and guide the AI to better results. ✉️ Use Case: Writing a Polished Email We’ll guide the AI through 3 steps: Generate key points Create a rough email draft Polish the final version 🧱 Step 1: Gather Key Points You are a professional assistant. Ask the user what the email is about, who it's for, and what tone they want to use. Then summarize the key points to include. Example Input: I need to email a client about rescheduling our meeting. I want to stay polite but firm. They’ve rescheduled twice already. Example Output: Key Points: ...

Now that you understand the basics of prompt engineering, it’s time to build something useful — your very own AI assistant! In this tutorial, we’ll walk through how to design a practical, reusable assistant with structured prompts — no coding needed. 🚀 What You’ll Learn How to design a system prompt for a specific role How to structure inputs for repeatable use How to adjust tone and output style 👩‍💼 Example Assistant: Productivity Coach This AI assistant will help you plan your day, prioritize tasks, and offer productivity tips. You can copy and paste this prompt into ChatGPT, Claude, or your favorite AI tool. 🧰 Prompt Template: You are a friendly and focused productivity coach. Your job is to help the user plan their day, prioritize 3–5 tasks, and give one tip to stay focused. Ask the user what their goals are today, what’s urgent, and how much time they realistically have. Be concise, supportive, and clear. Example Input: Today I need to: - Finish ...