Connect on LinkedIn - https://www.linkedin.com/in/rohit-grewal --------------------------------------------- Free Download to read "Gen AI - Concepts" PDF & Word File - https://drive.google.com/drive/folders/1IPS3o3Ba3ytw5ZV_rceAWhiVw9jPfpof?usp=sharing Read the Article on "Generative AI - Masterclass" - https://medium.com/@datasciencelovers/generative-ai-masterclass-d0a187524924 ----------------------------------------------- In this video, we break down the most important core concepts of Generative AI — explained in a simple, beginner-friendly way with real-world context. 📌 Core Generative AI Concepts Covered : • Machine Learning (ML): Systems that learn patterns from data instead of being manually programmed. • Deep Learning (DL): Advanced ML using multiple layers to learn complex patterns from large data. • Neural Networks: Brain-inspired models made of connected neurons that learn relationships in data. • Transformers: Modern AI architecture that understands context efficiently using attention. • Attention Mechanism: Helps the model focus on the most important parts of input data. • Self-Attention: Allows words to understand other words in the same sentence for better context. • Tokenization: Breaking text into smaller units (tokens) so AI can process language. • Vector Embeddings: Converting text into numbers so similar meanings stay closer together. • Loss Function: Measures how wrong a model’s prediction is and guides learning. • Transfer Learning: Using pre-trained models to save time, cost, and data. • Fine-Tuning: Adapting a pre-trained model to your specific use case. • Prompt Engineering: Writing clear instructions to get better outputs from AI models. • Zero-Shot Learning: Model performs a task without seeing examples. • Few-Shot Learning: Model learns from a small number of examples. • RLHF: Improving AI responses using human feedback and preferences. 💡 By the end of this video, you’ll understand: ✔️ How modern GenAI models learn ✔️ How they understand language & context ✔️ Why prompting matters ✔️ How models improve using human feedback 📈 Generative AI skills are becoming mandatory, not optional. This video builds a strong foundation for careers in AI, Data Science, and Tech. 🎯 This video is perfect for: Students • Data Analysts • Data Scientists • Developers • AI Beginners ------------------------------------------------------------------------- Purchase - Python Data Analysis Self Study Notes & All Projects Source Codes (Rs.499 only) - https://rzp.io/l/dslnotes239 Enroll in our Udemy courses : 1. Python Data Analytics 13 Projects - https://www.udemy.com/course/bigdata-analysis-python/?referralCode=F75B5F25D61BD4E5F161 2. Python For Data Science - https://www.udemy.com/course/python-for-data-science-real-time-exercises/?referralCode=9C91F0B8A3F0EB67FE67 3. Numpy For Data Science - https://www.udemy.com/course/python-numpy-exercises/?referralCode=FF9EDB87794FED46CBDF ---------------------------------------------------------------------------- You must check our other Projects : Machine Learning : Project 1 : Electricity Demand Prediction - https://youtu.be/iop8TUxmgO0 Project 2 : Loan Approval Prediction - https://youtu.be/pPZ3G0vz23o Data Analytics: Project 15 - E-commerce Data Analysis - https://youtu.be/Szvc57nPTkk Project 14 - https://youtu.be/TLIotspGcng Project 13 - HR Data Analytics - https://youtu.be/fykrwQD3HR4 Project 12 - AI Market Financial Data Analysis - https://youtu.be/WmJYHz_qn5s Project 11 - Airlines' Flights Data Analysis - https://youtu.be/gu3Ot78j_Gc Project 10 - Spotify-YouTube Data Analysis - https://youtu.be/xqtbBosGMl0 Project 9 - https://youtu.be/dQwnyCEZ-UU Project 8 - https://youtu.be/b7Kd0fLwgO4 Project 7 - https://youtu.be/AO5uhxa1R84 Project 6 - https://youtu.be/e1zKFSrKeLs Project 5 - https://youtu.be/q-Omt6LgRLc Project 4 - https://youtu.be/89eYAAPyRfo Project 3 - https://youtu.be/GyUbo45mVSE Project 2 - https://www.youtube.com/watch?v=fhiUl7f5DnI Project 1 - https://youtu.be/4hYOkHijtNw ------------------------------------------------------------------ Contact Mail Id : datasciencelovers@gmail.com 👍 Like | 💬 Comment | 🔔 Subscribe Data Science Lovers for more AI, Data Science & Career-focused content. #GenerativeAI #AIInIndia #MachineLearning #DeepLearning #Transformers #PromptEngineering #VectorEmbeddings #RLHF #DataScience #AIForBeginners #TechCareersIndia

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