6-Month AI Learning Roadmap: Master Python, ML, DL & NLP in 30 Minutes a Day

Описание: In this video, we’ll walk you through a complete 6-month AI learning roadmap in Telugu. By dedicating just 30 minutes a day, you’ll learn Python, Machine Learning, Deep Learning, NLP, Generative AI, and Deployment—even if you have no prior experience.

What You’ll Learn in This Course
🔸 Python Programming (14 days / 2 weeks)
• Data types, loops, functions, and essential libraries (NumPy, Pandas)
• Hands-on project: importing, cleaning, and processing data

🔸 Mathematics & Exploratory Data Analysis (14 days / 2 weeks)
• Core math concepts: linear algebra and calculus fundamentals
• EDA: data visualization using Matplotlib and Seaborn

🔸 Databases (7 days / 1 week)
• SQL basics: SELECT, INSERT, UPDATE, DELETE
• Database design and relational modeling; practice with SQLite/MySQL

🔸 Machine Learning (21 days / 3 weeks)
• Supervised & unsupervised algorithms: regression, clustering, classification
• Building and validating models with Scikit-Learn; hyperparameter tuning

🔸 Deep Learning (21 days / 3 weeks)
• Neural networks and backpropagation
• Introduction to TensorFlow/PyTorch; building CNNs & RNNs

🔸 Natural Language Processing (21 days / 3 weeks)
• NLP fundamentals: tokenization and embeddings
• Working with Transformers, BERT, GPT for text processing & generation

🔸 Generative AI & Vector Search (14 days / 2 weeks)
• GANs (Generative Adversarial Networks) basics
• Embeddings and vector databases (FAISS, Pinecone) with practical projects
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