IIRF Online > Development > Data Science > Machine Learning > Certified Machine Learning (Python) Professional
Certified Machine Learning (Python) Professional by Vskills
Course Highlights
- Government Certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 20+ hrs
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
Curriculum
12 Topics
What is Machine Learning
Types of Machine Learning
How does a Machine Learning Algorithm Works
Parametric and Non-Parametric Algorithms
Regression and Classification
Clustering
Preparing Your Data
Outliers
Problem of Underfitting and Overfitting
The Bias-Variance trade-off
Intro to jupyter notebooks
Data Science packages
9 Topics
What is Regression Analysis
Linear Regression
Cost Function
Gradient Descent
Polynomial Regression
Logistic Regression
Cost Function for Logistic Regression
Regularization
Evaluating a Machine Learning Model
8 Topics
Introduction to Conditional Probability
Bayes Rule
Bayesian Learning
Naïve Bayes Algorithm
Test your understanding of Bayes Theorem
Solution – Test Your Understanding of Bayes Theorem
Bayes Net
Markov Chains
5 Topics
Decision Trees
Gini Index
ID3 Algorithm – Entropy
ID3 Algorithm – Information Gain
Practice Example – Information Gain
1 Topic
House Price Predictions
1 Topic
SMS Spam Classifier
4 Topics
What is Ensemble Learning
Bagging
Random Forest Algorithm
Boosting
4 Topics
Introduction to Support Vector Machines
Support Vectors
Kernel
Hyperparameters in SVMs
6 Topics
What is Instance Based Learning
K-Nearest Neighbours Algorithm
Dimensionality Reduction
Principle Component Analysis
Feature Scaling
K-Means Algorithm
1 Topic
Breast Cancer Prediction
10 Topics
Introduction to Deep Learning
Perceptron
Perceptron Exercise
Solution – Perceptron Exercise
Deep Neural Networks
Deep Neural Networks – 2
Activation Functions - 1
Activation Functions - 2
Backpropagation Algorithm
Convolutional Neural Nets
1 Topic
Image Classification using Deep Learning
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Certified Machine Learning (Python) Professional
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