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Data Analytics with Python

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Syllabus

Data Analytics with Python (Course Introduction).
Learn Python in 10 minutes.
Numpy and Matplotlib Tutorial.
Pandas Tutorial - Python.
Data Preprocessing Steps for Machine Learning & Data analytics.
Machine Learning for Data Analytics Intro.
SkLearn Linear Regression (Housing Prices Example).
Sklearn Random Forest Classifier (Digit Recognition Example).
SKlearn PCA, SVD Dimensionality Reduction.
Machine Learning with Text - Count Vectorizer Sklearn (Spam Filtering example Part 1 ).
Machine Learning with Text - TFIDF Vectorizer MultinomialNB Sklearn (Spam Filtering example Part 2).
Bias Variance Trade off.
Activation Functions in Neural Networks (Sigmoid, ReLU, tanh, softmax).
Perceptron and Gradient Descent Algorithm - Scikit learn.
Neural Networks and Backpropogation Scikit learn.
Ensemble Learning, Bootstrap Aggregating (Bagging) and Boosting.
Scikit Learn Ensemble Learning, Bootstrap Aggregating (Bagging) and Boosting.
Twitter live sentiment Analysis Tutorial in Python - Tweepy and TextBlob.

Taught by

The Semicolon

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