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Perform scientific & technical computing using SciPy package & its sub-packages such as Integrate, Optimize, Statistics,...
In-depth understanding of supervised & unsupervised learning models like linear & logistic regression, clustering, dimen...
Learn how to implement the unsupervised learning algorithms, including deep learning, clustering, & recommendation syste...
Develop an understanding classification data and models
Gain important experiences into signs, pictures, and sounds with SciPy, scikit-picture, and OpenCV
Analyze information with Bayesian or frequentist insights (Pandas, PyMC, & R), & gain from genuine information through A...
Lecture 1-15 Python Programming
Lecture 16-22 Introduction To Statistics
Lecture 23-24 Pandas
Lecture 25-27 NumPy
Lecture-28 Introduction to Machine Learning
Lecture 29-30 Machine Learning and Data Science Framework
Lecture-31 Data Science Environment Setup
Lecture 32-35 Matplotlib + Seaborn: Plotting and Data Visualization
Lecture 36-40 Scikit-learn: Creating Machine Learning Models
Lecture 41-45 Scikit-learn - Regression Model
Lecture 46-48 Scikit-learn – Classification
Lecture 49-50 K Means Clustering
Lecture 51-53 Text Mining
Lecture 54-58 Basic Time Series Forecasting
Lecture 59-60 Principal Component Analysis (PCA)
Case Studies