Practical Data Science using Python

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + srt | Duration: 112 lectures (29h 36m) | Size: 8.35 GB

Apply Data Sciene using Python, Statistical Techniques, EDA, Numpy, Pandas, Scikit Learn, Statsmodel Libraries

What you'll learn:

Data Science Core Concepts in Detail

Data Science Use Cases, Life Cycle and Methodologies

Exploratory Data Analysis (EDA)

Statistical Techniques

Detailed coverage of Python for Data Science and Machine Learning

Regression Algorithm - Linear Regression

Classification Problems and Classification Algorithms

Unsupervised Learning using K-Means Clustering

Dimensionality Reduction Techniques (PCA)

Feature Engineering Techniques

Model Optimization using Hyperparameter Tuning

Model Optimization using Grid-Search Cross Validation

Introduction to Deep Neural Networks

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