Artificial Intelligence for beginners — II
A practical short-term course covering Python for AI, data handling,
machine learning models, NLP, ethics, and a capstone project — designed
for aspiring developers.
- Duration: 12–14 hours
- Level: Beginners / Introductory
- Format: Instructor-led + Hands-on
Syllabus Outline
Module 1 — Introduction to AI & Trends (1 hr)
- What is AI: scope, history, and applications
- AI vs ML vs DL; Big Data & IoT overview
- Industry use cases
Module 2 — Python for AI (2.5 hrs)
- Functions, modules, lists, dictionaries
- NumPy & Pandas basics
- Hands-on data exercises
Module 3 — Data Acquisition & Processing (2 hrs)
- APIs, CSVs, databases
- Cleaning, normalization, missing values
- Visualization with Matplotlib & Seaborn
Module 4 — Machine Learning Models (3 hrs)
- Supervised: regression & classification
- Unsupervised: clustering
- Evaluation: train/test, accuracy, metrics
Module 5 — Natural Language Processing (1.5 hrs)
- Tokenization, stopwords, stemming
- Bag-of-words / TF-IDF
- Chatbots & sentiment analysis
Module 6 — AI Values & Ethics (1 hr)
- Bias, fairness, privacy
- Responsible AI practices
Module 7 — Capstone Project (1.5–2 hrs)
- Define problem & collect data
- Preprocess & build model
- Present results & deploy
Learning Outcomes
- Hands-on Python, data handling & ML basics
- Understand NLP workflows & AI ethics
- Ability to design and present a mini AI solution
-
Duration : 5 weeks
- Fee : INR 10000