| 2-Months Artificial Intelligance Outline | ||||
| Course Title: Artificial Intelligance Duration: 2 Months (8 Weeks / 40 Working Days) Hours: 4 hours per day Total Contact Hours: 160 hours Total Trainees: 10 Instructor’s Name: Muhammad Abdullah Javaid, Hajira Anees | ||||
| Week | Day | Topic | ||
| Week 1 | Day 1 | Intro to Python, Syntax, Variables | ||
| Week 1 | Day 2 | Data Types, Lists, Tuples, Dictionaries | ||
| Week 1 | Day 3 | Loops, Conditionals | ||
| Week 1 | Day 4 | Functions, File Handling | ||
| Week 1 | Day 5 | OOP Basics, NumPy, Pandas | ||
| Week 2 | Day 6 | Data Preprocessing, Handling Nulls | ||
| Week 2 | Day 7 | Encoding, Scaling, Train-Test Split | ||
| Week 2 | Day 8 | Linear & Logistic Regression | ||
| Week 2 | Day 9 | Decision Trees, KNN | ||
| Week 2 | Day 10 | Model Evaluation Techniques | ||
| Week 3 | Day 11 | Clustering: KMeans, DBSCAN | ||
| Week 3 | Day 12 | Dimensionality Reduction: PCA | ||
| Week 3 | Day 13 | SVM & Naive Bayes | ||
| Week 3 | Day 14 | Cross-validation & GridSearchCV | ||
| Week 3 | Day 15 | ML Mini Project Implementation | ||
| Week 4 | Day 16 | Neural Networks: Perceptron, Activation Functions | ||
| Week 4 | Day 17 | Loss Functions, Optimizers | ||
| Week 4 | Day 18 | CNN Architecture | ||
| Week 4 | Day 19 | Regularization: Dropout, L2 | ||
| Week 4 | Day 20 | DL Mini Project: MNIST Classification | ||
| Week 5 | Day 21 | Intro to OpenCV & Image Basics | ||
| Week 5 | Day 22 | Image Preprocessing & Transformations | ||
| Week 5 | Day 23 | Pretrained Models: VGG, ResNet | ||
| Week 5 | Day 24 | Transfer Learning Concepts | ||
| Week 5 | Day 25 | CV Mini Project: Mask Detection | ||
| Week 6 | Day 26 | Text Cleaning & Preprocessing | ||
| Week 6 | Day 27 | TF-IDF & Bag of Words | ||
| Week 6 | Day 28 | Word2Vec, GloVe Embeddings | ||
| Week 6 | Day 29 | Transformers & HuggingFace | ||
| Week 6 | Day 30 | NLP Mini Project: Spam Detection | ||
| Week 7 | Day 31 | Capstone Project Setup & Planning | ||
| Week 7 | Day 32 | Team Discussion & Dataset Preparation | ||
| Week 7 | Day 33 | Model Development: CV Project | ||
| Week 7 | Day 34 | Model Development: NLP Project | ||
| Week 7 | Day 35 | Model Testing & Iteration | ||
| Week 8 | Day 36 | Project Finalization | ||
| Week 8 | Day 37 | Documentation & Report Writing | ||
| Week 8 | Day 38 | Presentation Design | ||
| Week 8 | Day 39 | Team Presentation Rehearsal | ||
| Week 8 | Day 40 | Final Project Presentations | ||