Day 1: Advanced Neural Network Architectures
Advanced Neural Network Architectures
Advanced Neural Network Architectures Lab
MentorTraining Session (1 hr, live)-Introduction to AI, ML & Generative AI, AI Applications, AI Trends (ChatGPT, Gemini, Copilot), Python for AI
Day 2: Attention Mechanisms
Attention Mechanisms
Attention Mechanisms Lab
Day 3: The Full Transformer Architecture
The Full Transformer Architecture
The Full Transformer Architecture Lab
Day 4: Pretrained Models & Transfer Learning
Pretrained Models & Transfer Learning
Pretrained Models & Transfer Learning Lab
Day 5: Fine-tuning Large Language Models
Fine-tuning Large Language Models
Fine-tuning LLMs Lab
Day 6: Prompt Engineering & In-Context Learning
Prompt Engineering & In-Context Learning
Prompt Engineering Lab
MentorTraining Session (1 hr, live)-NumPy, Pandas, Data Preprocessing, Data Cleaning, Data Visualization (Matplotlib & EDA)
Day 7: Embeddings & Semantic Search
Embeddings & Semantic Search
Embeddings & Semantic Search Lab
Day 8: Retrieval-Augmented Generation
Retrieval-Augmented Generation
Retrieval-Augmented Generation Lab
MentorTraining Session (1 hr, live)-ML Workflow, Supervised vs Unsupervised Learning, Train-Test Split, Evaluation Metrics
Day 9: Building Real LLM Applications
Building Real LLM Applications
Building Real LLM Applications Lab
Day 10: LLM Evaluation
LLM Evaluation
LLM Evaluation Lab
Day 11: Object Detection
Object Detection
Object Detection Lab
Day 12: Image Segmentation
Image Segmentation
Image Segmentation Lab
Day 13: Generative Adversarial Networks
Generative Adversarial Networks
GANs Lab
MentorTraining Session (1 hr, live)-Regression Algorithms (Linear, Multiple, Polynomial), Mini Project
Day 14: Variational Autoencoders
Variational Autoencoders
VAEs Lab
Day 15: Diffusion Models
Diffusion Models
Diffusion Models Lab
MentorTraining Session (1 hr, live)-Classification Algorithms (Logistic Regression, KNN, Decision Tree, Random Forest), Model Evaluation
Day 16: Vision Transformers
Vision Transformers
Vision Transformers Lab
Day 17: Multi-modal Models
Multi-modal Models
Multi-modal Models Lab
Day 18: Audio & Speech Models
Audio & Speech Models
Audio & Speech Lab
Day 19: Data Augmentation
Data Augmentation
Data Augmentation Lab
Day 20: Model Compression
Model Compression
Model Compression Lab
MentorTraining Session (1 hr, live)-Unsupervised Learning (K-Means, Hierarchical Clustering), PCA, Customer Segmentation
Day 21: Containerization for ML
Containerization for ML
Containerization Lab
Day 22: Cloud ML Deployment
Cloud ML Deployment
Cloud ML Deployment Lab
MentorTraining Session (1 hr, live)-Deep Learning, Neural Networks, TensorFlow, Keras, ANN
Day 23: Scaled Serving
Scaled Serving
Scaled Serving Lab
Day 24: CI/CD for ML
CI/CD for ML
CI/CD for ML Lab
Day 25: Feature Stores
Feature Stores
Feature Stores Lab
Day 26: Distributed Training
Distributed Training
Distributed Training Lab
Day 27: Spark for ML
Spark for ML
Spark for ML Lab
MentorTraining Session (1 hr, live)-Computer Vision, OpenCV, CNN, Image Classification
Day 28: Observability for ML
Observability for ML
Observability Lab
Day 29: System Design for ML
System Design for ML
System Design Lab
MentorTraining Session (1 hr, live)-NLP, Text Preprocessing, Sentiment Analysis, Hugging Face, LLM Basics
Day 30: Adversarial Robustness
Adversarial Robustness
Adversarial Robustness Lab
Day 31: Reinforcement Learning
Reinforcement Learning
Reinforcement Learning Lab
Day 32: Graph Neural Networks
Graph Neural Networks
Graph Neural Networks Lab
Day 33: Bayesian Methods
Bayesian Methods
Bayesian Methods Lab
Day 34: Causal Inference
Causal Inference
Causal Inference Lab
MentorTraining Session (1 hr, live)-Generative AI, Prompt Engineering, RAG, AI Agents, LangChain
Day 35: Multi-Armed Bandits
Multi-Armed Bandits
Multi-Armed Bandits Lab
Day 36: Capstone: Fraud Detection End-to-End
Capstone: Fraud Detection End-to-End
Fraud Detection Capstone Lab
MentorTraining Session (1 hr, live)-MLOps, Streamlit Deployment, Flask/FastAPI, GitHub, Docker, AI Ethics
Day 37: Capstone: Churn Prediction & Retention
Capstone: Churn Prediction & Retention
Churn Prediction Capstone Lab
Day 38: Capstone: Demand Forecasting & Inventory
Capstone: Demand Forecasting & Inventory
Demand Forecasting Capstone Lab
Day 39: Capstone: Dynamic Pricing Optimization
Capstone: Dynamic Pricing Optimization
Dynamic Pricing Capstone Lab
Day 40: Tokenization & Embeddings
Tokenization & Embeddings
Tokenization & Embeddings Lab
Day 41: Efficient Fine-Tuning with LoRA
Efficient Fine-Tuning with LoRA
Efficient Fine-Tuning Lab
MentorTraining Session (1 hr, live)-Capstone Project, Resume Building, GitHub Portfolio, Interview Prep, Project Presentation
Day 42: Retrieval-Augmented Generation
Retrieval-Augmented Generation
Retrieval-Augmented Generation Lab
Day 43: Model Compression & Safety Guardrails
Model Compression & Safety Guardrails
Model Compression & Safety Lab
Day 44: Capstone: Recommendations & Monitoring
Capstone: Recommendations & Monitoring
Choose Your Capstone
Day 45: Structuring & Documenting Your Project
Structuring & Documenting Your Project
Structuring & Documenting Your Project Lab
Day 46: Testing, Validating & Debugging Your Project
Testing, Validating & Debugging Your Project
Testing, Validating & Debugging Your Project Lab
Day 47: Building Your Demo & Presentation
Building Your Demo & Presentation
Building Your Demo & Presentation Lab
Day 48: Course Complete
Course Complete
LinkedIn & Portfolio Builder
