AI Engineer Advance

📌 AI Engineering Advance Roadmap

🟣 Phase 1: Programming Foundations (Month 1–2)

  • Python (Beginner → Advanced, OOP, File Handling)
  • APIs (REST, JSON, Flask/FastAPI, C# Basics)
  • Git, GitHub, VS Code, Jupyter
  • 📌 Mini Project: REST API + Task Manager

🔵 Phase 2: Math & Data Foundations (Month 3–4)

  • Linear Algebra, Probability, Statistics, Calculus Basics
  • NumPy, Pandas, Matplotlib, Seaborn
  • 📌 Mini Project: Data Analysis + Simple Regression

🟦 Phase 3: Database Engineering (Month 5)

  • SQL (MSSQL, PostgreSQL)
  • Database Design & Administration
  • Vector Databases (FAISS, Pinecone, Weaviate)
  • 📌 Mini Project: Vector DB Search Engine

🔹 Phase 4: Software Engineering for AI (Month 6–7)

  • SDLC, Agile, UI/UX Basics
  • Web App (Django/Flask + React)
  • Mobile App (Flutter/React Native)
  • API Deployment (AWS/GCP, Docker Basics)
  • 📌 Project: AI-powered Web/Mobile App

🟢 Phase 5: Machine Learning (Month 8–9)

  • Regression, Classification, Clustering
  • Model Evaluation & Feature Engineering
  • Scikit-learn, TensorFlow Basics
  • 📌 Project: Spam Classifier, Customer Segmentation

🟩 Phase 6: Deep Learning (Month 10–11)

  • Neural Networks (ANN, CNN, RNN, LSTM)
  • Transformers Basics (BERT, GPT)
  • 📌 Project: Sentiment Analysis, Image Classifier

🟧 Phase 7: Generative AI Engineering (Basic) (Month 12–13)

  • Prompt Engineering, RAG
  • Embeddings + Vector Databases
  • LangChain, HuggingFace
  • 📌 Project: AI Q&A Chatbot with Memory

🟠 Phase 8: Generative AI Engineering (Advanced) (Month 14–15)

  • GenAI Infrastructure (Docker, GPUs)
  • AI Chatbots with DB
  • Computer Vision (YOLO, Vision Transformers)
  • Voice AI, Language Translation AI
  • AI Business Apps (Recommendation Systems)
  • 📌 Project: Voice-enabled Virtual Assistant

🔴 Phase 9: AI Agents & Reinforcement Learning (Month 16–17)

  • RL (Q-Learning, DQN)
  • Multi-Agent Systems
  • LangChain Agents (Tool Use, Memory)
  • AutoGPT, BabyAGI Concepts
  • 📌 Project: AI Game Agent / Research Assistant

🟡 Phase 10: Capstone & Career Prep (Month 18–20)

  • 3 Capstone Projects:
  1. AI Virtual Assistant (Voice + Chat + DB)
  2. AI Agent for Business Automation
  3. Multi-Agent Simulation Platform
  • Portfolio & Resume Building
  • Freelancing Setup + Job Interview Prep

🎯 চূড়ান্ত ফলাফল👉 0 থেকে Advanced AI Expert

  • Programming + Database + Software Dev (Industry Ready)
  • ML + Deep Learning (Research Ready)
  • GenAI + Agents (Future Ready)
  • Deployment + MLOps (Job Ready + Freelance Ready)



৳25000

৳9999