🤖 AI & Machine Learning

AI Engineering
Beginner & Advanced

Build real-world AI systems — from Python fundamentals to deploying LLMs, RAG pipelines, and agentic AI in production.

Beginner Track Advanced Track

Beginner Track

Start from Zero

No coding experience required. Build your foundation in Python and machine learning.

B1

Python for AI

6 topics▼

Python Basics: Variables, Loops, Functions
NumPy & Pandas for Data Manipulation
Matplotlib & Seaborn Visualizations
File I/O, APIs & JSON
Virtual Environments & Package Management
Jupyter Notebooks

B2

Machine Learning Fundamentals

6 topics▼

Supervised vs Unsupervised Learning
Linear & Logistic Regression
Decision Trees & Random Forests
Model Evaluation: Accuracy, F1, AUC
Scikit-Learn Pipelines
Cross-Validation & Hyperparameter Tuning

B3

Your First AI App

4 topics▼

Building a Sentiment Analysis Model
Deploying with Flask/FastAPI
Using OpenAI API for NLP Tasks
Hosting on Hugging Face Spaces

Advanced Track

Go Production-Grade

For those with Python basics who want to build enterprise-level AI systems.

A1

LLMs & Prompt Engineering

5 topics▼

How Large Language Models Work
Prompt Engineering Techniques
OpenAI, Anthropic, Gemini APIs
LangChain & LlamaIndex Frameworks
Fine-Tuning vs Prompting

A2

RAG — Retrieval Augmented Generation

5 topics▼

Vector Databases: Pinecone, Chroma, Weaviate
Embeddings & Semantic Search
Building a RAG Pipeline from Scratch
Chunking Strategies
Evaluation & Hallucination Reduction

A3

Agentic AI & Production Systems

5 topics▼

AI Agents with Tool Use
Multi-Agent Systems (CrewAI, AutoGen)
Observability: LangSmith, LangFuse
Dockerizing & Deploying AI Apps
Cost Optimization & Latency Tuning

Course Highlights

Why This Course?

🎯
100% Practical
Train on real company scenarios and live data from day one.

🖥️
Free Server Access
Practice anytime on a dedicated SAP server included with the course.

📹
Recorded Sessions
Every class is recorded — revisit any topic at your own pace.

💼
Placement Support
Resume building, mock interviews, and job referral assistance.

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🖥 Free SAP Server Access
📹 Recorded Sessions Included
📜 Completion Certificate
💼 Placement Assistance
🎯 100% Practical Training

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Duration2–3 Months

ModeOnline (Live)

BatchesWeekday & Weekend

LanguageEnglish / Tamil