- Duration: 1 To 2 Months
- Timings: Part Time, Flexible
Course details
Machine learning has always been an important field in computer science, but recent advancements in computation power and algorithm efficiency have made this field more prominent than ever. Vskills certification on Machine Learning assesses the candidate as per the company’s need for Machine learning.In this course, you will learn Supervised Learning, Supervised Learning Models, Unsupervised Learning, Neural Networks and Applying Machine Learning etc. You will also learn and explore the fundamental techniques in machine learning and discover how to solve many different types of problems using machine learning.
Why should one take Machine Learning Certification?
This Course is intended for professionals, freshers and graduates wanting to excel in their chosen areas. It is also well suited for those who are already working and would like to take certification for further career progression.
Machine Learning Foundations
- 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
- 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
- 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
- Decision Trees
- Gini Index
- ID3 Algorithm – Entropy
- ID3 Algorithm – Information Gain
- Practice Example – Information Gain
- House Price Predictions
- SMS Spam Classifier
- What is Ensemble Learning
- Bagging
- Random Forest Algorithm
- Boosting
- Introduction to Support Vector Machines
- Support Vectors
- Kernel
- Hyperparameters in SVMs
- What is Instance Based Learning
- K-Nearest Neighbours Algorithm
- Dimensionality Reduction
- Principle Component Analysis
- Feature Scaling
- K-Means Algorithm
- Breast Cancer Prediction
- 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
- Image Classification using Deep Learning
Job roles this course is suitable for:
Machine Learning Professional , Machine Learning Researcher , Machine learningAbout Vskills
Vskills is the largest certification body of India. We conducts skills testing and certification exam to improve employability. The certifications are quite popular and top companies hire Vskills certified professionals.Companies have benefitted by hiring pre-certified candidates from Vskills and also use the certifications for their in house employee appraisals. Certification helps in distinguishing individuals to demonstrate their domain knowledge or skills needed for a specific profile. So a professional certification offers tangible benefits to both the individual and the employer.
Tests are conducted in a secure and unbiased manner, and certificates are awarded based on merit of the candidates who qualify tests.
Vskills certifications are for relevant qualifications that help students/employees quantify and prove those skills that are valued by the employer and are in great demand. See all Vskills courses
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