Course Overview
- Course Title: Full-Stack AI Engineer: Python, ML, Deep Learning & GenAI
- Instructor: School of AI (AI Academy)
- Target Audience:
- Beginners with no prior AI/ML experience
- Aspiring AI engineers, data scientists, and machine learning engineers
- Developers transitioning into AI/ML and Generative AI
- Professionals seeking end-to-end AI project deployment skills
- Prerequisites:
- No prior AI/ML experience required
- Basic computer literacy
- High school-level math/statistics (helpful but not mandatory)
- Laptop/desktop (Windows/macOS/Linux) with 8GB+ RAM
- Stable internet connection for cloud tools
Curriculum Highlights
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Key Topics Covered:
- Python for AI: Data types, control flow, functions, file handling
- Data Science: NumPy, Pandas, Matplotlib, Seaborn, data cleaning, visualization
- Machine Learning (ML):
- Scikit-learn (regression, classification, ensemble methods)
- Model evaluation, XGBoost, LightGBM, CatBoost
- Deep Learning (DL):
- TensorFlow & PyTorch (CNNs, RNNs, LSTMs, GRUs)
- Neural network architectures, backpropagation, optimization
- MLOps:
- Git, DVC, Docker, MLflow, CI/CD pipelines
- Cloud deployment (AWS, GCP, Azure)
- FastAPI, Flask for model serving
- Generative AI & LLMs:
- OpenAI GPT, Claude, Gemini APIs
- Prompt engineering, RAG pipelines, fine-tuning
- LangChain, CrewAI, AI agent frameworks
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Key Skills Learned:
- Python programming for data science and AI
- Data preprocessing, feature engineering, and statistical modeling
- Building ML models (supervised/unsupervised learning)
- Designing deep learning models for computer vision and NLP
- MLOps workflows: Version control, deployment, scaling
- Developing Generative AI applications with LLMs
- End-to-end AI project deployment in production
Course Format
- Duration:
- 32 hours on-demand video
- Self-paced (lifetime access)
- Format:
- Video lectures, hands-on coding exercises, real-world projects
- Jupyter Notebooks (Google Colab/local setup)
- Resources:
- 2 downloadable resources (code templates, datasets)
- 1 article (supplementary guide)
- Certificate of completion
- Mobile & TV access