Duration
5 days
Day 1: Introduction to NLP (8 hours)
Morning Session (4 hours)
- - Introduction to Python and Text Basics (1 hour)
- - Working with Text Files and PDFs (1 hour)
- - Regular Expressions and Pattern Matching (1 hour)
- - Introduction to NLP and Applications (1 hour)
Afternoon Session (4 hours)
- - Tokenization and Stemming (1 hour)
- - Lemmatization and Stop Words (2 hours)
- - Task 1 (1 hour)
Day 2: Advanced NLP Techniques (8 hours)
Morning Session (4 hours)
- - Introduction to POS Tagging and NER (1 hour)
- - POS Tagging and Visualizations (1 hour)
- - Named Entity Recognition (1 hour)
- - Text Classification Basics (1 hour)
Afternoon Session (4 hours)
- - Scikit-Learn and Feature Extraction (1 hour)
- - Sentiment Analysis Techniques (2 hours)
- - Task 2 (1 hour)
Day 3: Introduction to Computer Vision (8 hours)
Morning Session (4 hours)
- - Introduction to CV and Applications (1 hour)
- - Recent Research in Computer Vision (1 hour)
- - Digital Image Processing Basics (1 hour)
- - Image Manipulation with Pillow and OpenCV (1 hour)
Afternoon Session (4 hours)
- - Pixel Transformations and Histogram Adjustments (2 hours)
- - Image Classification with KNN (1 hour)
- - Task 3 (1 hour)
Day 4: Advanced Computer Vision (8 hours)
Morning Session (4 hours)
- - Support Vector Machines for Image Classification (1 hour)
- - Neural Networks and Activation Functions (1 hour)
- - Practical: Image Classification with SVM (2 hours)
Afternoon Session (4 hours)
- - Linear Classifiers and Logistic Regression (2 hours)
Understanding linear classifiers and gradient descent.
- - Logistic Regression Training: Gradient Descent, Mini-Batch Gradient Descent (1 hour)
Hands-on implementation of logistic regression.
- - SoftMax and Multi-class Classification (1 hour)
Day 5: Capstone Project and Presentation (8 hours)
Morning Session (4 hours)
- - Capstone Project Problem Explanation (1 hour)
- - Project Development (3 hours)
Afternoon Session (4 hours)
- - Project Presentation (3 hours)
- - Course Wrap-Up and Certification (1 hour)
Programme scope, delivery arrangements and suitability are confirmed during enquiry.