Complete AI

Course Plan

Weeks 1-2: Introduction to AI

Overview of AI: History, applications, and future trends
Setting up Python for AI development
Project: Build a simple chatbot using basic NLP

Weeks 3-4: Foundations of Machine Learning

Supervised vs. unsupervised learning
Regression, classification, and clustering algorithms
Hands-on with scikit-learn: Build a spam email classifier

Weeks 5-6: Data Preprocessing and Feature Engineering

Data cleaning, normalization, and encoding
Feature selection and dimensionality reduction (PCA)
Project: Prepare a dataset for a machine learning model

Weeks 7-8: Deep Learning Fundamentals

Introduction to neural networks and TensorFlow/Keras
Building and training a simple neural network
Project: Create an image classifier using CNNs

Weeks 9-10: Advanced Deep Learning

Convolutional Neural Networks (CNNs) for computer vision
Recurrent Neural Networks (RNNs) for time series
Project: Develop a handwritten digit recognition system

Weeks 11-12: Natural Language Processing (NLP)

Text preprocessing, tokenization, and embeddings
Building NLP models with Hugging Face Transformers
Project: Create a sentiment analysis tool

Weeks 13-14: Generative AI Basics

Introduction to GANs, VAEs, and diffusion models
Text-to-image generation with Stable Diffusion
Project: Generate artwork using diffusion models

Weeks 15-16: Advanced Generative AI

Fine-tuning large language models (LLMs) with Hugging Face
Retrieval-Augmented Generation (RAG) with LangChain
Project: Build a knowledge-based Q&A system

Weeks 17-18: Ethics and Responsible AI

Addressing bias, fairness, and transparency in AI
Case studies on ethical AI deployment
Project: Analyze and mitigate bias in a dataset

Weeks 19-20: Capstone Projects and Deployment

Develop a full AI application (e.g., AI-powered chatbot or image generator)
Deploy models using Flask and AWS/GCP
Present your portfolio to industry experts

Why Enroll in This Course?

Comprehensive AI Mastery

Learn everything from machine learning to generative AI in one course.

Career Opportunities

AI skills are in high demand across industries like tech, healthcare, and finance.

Hands-On Projects

Build real-world AI applications to create a strong portfolio.

Ethical AI Focus

Develop responsible AI solutions with a focus on ethics and fairness.

Duration

Level

Price