ARTIFICIAL INTELLIGENCE - ROADMAP-2026 -

ARTIFICIAL INTELLIGENCE - ROADMAP-2026 - Introduction to Artificial Intelligence. What is Artificial Intelligence? @Developer Blz AI means: Making machines think, learn & act like humans AI Systems Can: Learn from Data Make Decisions Solve Problems @Developer Blz Why AI is Important? Used in Daily Life Powers Modern Apps High-Demand Future Skill Used in Almost Every Industry Types of AI Narrow AI (Specific Tasks) General AI (Like a Human) Resources: IBM AI Basics Google AI Blog freeCodeCamp AI Videos Math & Programming Foundation for AI Math Required for AI Basic Algebra Matrices & vectors [2] Linear equations @Developer Blz Statistics & Probability Mean, median, mode Probability basics Data distribution Programming for AI Python is most used because: Easy syntax Huge AI libraries print('AI is cool!') Python Basics Variables x=2 Loops (3, 5) Functions Lists & Dictionaries Data Handling & Data Science Basics Why Data is Important? AI works on data, not magic Data Sources CSV files Databases @Developer Blz Data Cleaning Remove duplicates Handle missing values Fix data types Data Visualization Understand patterns Detect problems Python Libraries NumPy Pandas Matplotlib Machine Learning Fundamentals What is Machine Learning? Machine Learning means: Machines learn from data without being explicitly programmed Types of Machine Learning Supervised Learning Labeled data -> Predict Cat Unsupervised Learning Find patterns in unlabeled data @Developer Blz Common ML Algorithms Data -> Model -> Training -> Prediction -> Evaluation ML Workflow Google ML Crash Course Scikit-Learn Docs freeCodeCamp ML Resources: Google ML Crash Course Scikit-Learn Docs freeCodeCamp ML Deep Learning & Neural Networks What is Deep Learning? Deep Learning is: Advanced ML using Neural Networks Neural Network Structure Input Layer -> Hidden Layers -> Output Layer (computations) Input Layer Hidden Layers Output Layer @Developer Blz Activation Functions ReLU Sigmoid Softmax Types of Deep Learning Models ANN -> General problems CNN -> Images RNN -> Text & sequences word -> word -> ... -> ddd Resources: 3Blue1Brown (Neural Networks) DeepLearning.ai TensorFlow Tutorials AI Tools, Frameworks & APIs Popular AI Frameworks TensorFlow PyTorch Keras AI APIs Vision APIs Speech APIs NLP APIs @Developer Blz Natural Language Processing (NLP) Used for: Chatbots Text analysis Translation NLP Tasks Tokenization Sentiment analysis Text classification Resources: Hugging Face Docs spaCy Documentation Open-source AI projects Real-World AI Applications & Ethics AI in Real Life Healthcare Finance Education E-commerce AI Use-Cases Fraud detection Recommendation engines Image recognition AI Ethics Important topics: Bias in AI Data privacy Responsible AI @Developer Blz Practice Idea Apply AI to solve small real problems Resources: Google Responsible AI IBM AI Ethics AI case studies blogs Career Roadmap, Projects & Job Plan AI Learning Roadmap Math -> Python -> Data -> Machine Learning -> Deep Learning AI Project Ideas Chatbot Face recognition system Recommendation system Sentiment analysis app Career Roles in AI AI Engineer Data Scientist Machine Learning Engineer Research Engineer Real-Life Student Job Plan Strong basics 3-4 projects GitHub portfolio @Developer Blz Best Free Resources (Summary) FreeCodeCamp Kaggle Learn Google ML Crash Course DeepLearning.ai Best Free Resources (Summary) freeCodeCamp Kaggle Learn Google ML Crash Course