Macine Learning to AI Agent Development for Software Engineers (Offline Bootcamp)

• Linear Regression — Sales forecasting (Sales Department)
• Logistic Regression — Lead conversion prediction (Marketing Department)
• Decision Tree — Customer purchase decision analysis (Marketing Department)
• Random Forest — Customer churn prediction (Sales Department)
• K-Means — Customer segmentation for targeted campaigns (Marketing Department)
• KNN — Product recommendation based on similar customers (Sales Department)
• Naive Bayes — Campaign response classification (Marketing Department)
• Time Series Forecasting — Monthly sales trend prediction (Sales Department)

নেবেন: Salman Md Sultan

• LSTM - Custome Behaviour Analysis with forecasting
• CNN (ResNet-YOLO) — Crowd monitoring & people detection (Security / Operations Department)
• CNN (VGG-EfficientNet) — Medical image diagnosis (disease detection from X-ray/MRI)

নেবেন: Salman Md Sultan

• LLM Basics (Prompting
• Context
• Tokens)
• Tool Calling / Function Calling
• RAG (Retrieval Augmented Generation)
• Embeddings & Vector Database
• API Integration
• Workflow Orchestration
• Memory Management
• Authentication & Permissions
• Output Parsing & Structured Responses
• Error Handling & Guardrails
• Report Agent (auto report generation from data)
• Sales Agent (lead qualification
• product recommendation
• follow-up automation)
• Appointment Agent (scheduling
• reminders
• calendar integration)

নেবেন: Md Manuaruzzaman

• Model Optimization & Fine-tuning Strategies
• Knowledge Distillation
• Small Language Models (SLM)
• Token Optimization Strategies
• Techniques to Reduce Hallucination

নেবেন: Salman Md Sultan