Short Term Program in AI/ML

Weekend 1: Machine Learning – Supervised Learning (6 hrs.)

• Linear Regression

• Logistic Regression

• Naïve Based Algorithm

• Ensemble Techniques and Decision Trees

• Support Vector Machines

• Assignment Weekend

​Weekend 2: Machine Learning – Unsupervised Learning (6 hrs.)

• Clustering Techniques

• Principal Component Analysis (PCA)

• Model Performance and Hyper Parameter Tuning

• Assignment Weekend

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Weekend 3: Natural Language Processing (6 hrs.)

• Text Extraction

• Text Classification

• Topic Modelling

• Entity Resolution

• Assignment

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Weekend 4: Computer Vision (6 hrs.)

• Transfer Learning

• Image Augmentation

• Image Classification

• Object Detection

• Assignment

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