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Deep Learning - Neural Networks (DL001)
DSG
Deep Learning - Neural Networks (DL001)
This course is an introduction to Neural Networks which will help you know the basic architecture and learn about topics like CNN & RNN.

Topics in this course -
Neural Networks: Introduction
Perceptron/Neurons Layers
Neural Network structure
Forward...
Deep Learning - Sequence Model & Advance NLP (DL002)
DSG
Deep Learning - Sequence Model & Advance NLP (DL002)

This course is to learn about the sequence models and concepts in deep learning which will help in solving advance NLP problems

Introduction to NLP (ML003)
DSG
Introduction to NLP (ML003)
This course is an introduction to basic concepts of NLP and its implementation in Python. The course has 3 parts -
Introduction - Definition and concepts of different techniques and terminologies used in all NLP applications
Sentiment Analysis -...
MLflow - Introduction (MLWF)
DSG
MLflow - Introduction (MLWF)
Intermediate Statistics (STAT 2)
DSG
Intermediate Statistics (STAT 2)

Correlation

Linear , Logistic and Time Series Regression

Cluster Analysis

Decision Tree

Factor Analysis & PCA

A/B Experimentation (Campaign Management)
DSG
A/B Experimentation (Campaign Management)
Advance Time Series Forecasting
DSG
Advance Time Series Forecasting
Advanced Analytics & ML on Python - 2
DSG
Advanced Analytics & ML on Python - 2

This is the second course in the series of Advance Analytics & ML on Python. On a high level, we will cover the following techniques in this course -

1. Segmentation Techniques

2. Dimensionality reduction

3. Model Ensembles

4. Support Vector Machines...

Azure Chatbot
DSG
Azure Chatbot
Computer Vision - Advance
DSG
Computer Vision - Advance
This final course in the Computer Vision series introduces the concepts of image segmentation, starting with classical ML techniques to State-of-the-Art image segmentation models in the era of CNNs.

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