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Machine Learning

Beginners

Overview
Syllabus

On Demand

Introduction To Machine Learning | Datacamp

Intro To Machine Learning | Udacity

Machine Learning Tutorial | Intellipaat

Machine Learning Engineer Training | Edureka

Online

Machine Learning | Geeksforgeeks https://www.geeksforgeeks.org/machine-learning/
Machine Learning Tutorial | Edureka https://www.edureka.co/blog/machine-learning-tutorial/
Machine Learning - Start Here | Machine Learning Mastrey https://machinelearningmastery.com/start-here/
Machine Learning Tutorial | Guru99 https://www.guru99.com/machine-learning-tutorial.html

CLASSROOM

Machine Learning Training | Tekslate https://tekslate.com/machine-learning-training
Machine Learning Training | Mindmajix https://mindmajix.com/machine-learning-training
Machine Learning With Python Certification Training | Knowledgehut https://www.knowledgehut.com/data-science/machine-learning-with-python-certification-training
Machine Learning Course Certification Training | Analytixlabs https://www.analytixlabs.co.in/machine-learning-course-certification-training

Machine Learning Introduction
- What is Machine Learning
- Machine Learning vs. Traditional Programming
- How does Machine Learning work?
- Machine Learning Algorithms and where they are used?
- How to choose Machine Learning Algorithm
- Challenges and limitations of Machine Learning
- Application of Machine Learning
- Why is Machine Learning important?
Deep Learning Tutorial
- What is Deep Learning?
- Deep Learning Process
- Classification of Neural Networks
- Types of Deep Learning Networks
- Feed-forward neural networks
- Recurrent neural networks(RNNs)
- Convolution neural networks(CNN)
- Reinforcement Learning
- Examples of Deep Learning applications
- Why is Deep Learning important
- imitations of Deep Learning
Machine Learning vs Deep Learning
Supervised Machine Learning
- What is Supervised Machine Learning
- How supervised Learning works
- Types of Supervised Machine Learning Algorithms
- Supervised vs. unsupervised Machine Learning techniques
- challenges in supervised Machine Learning
- advantages of supervised learning
- disadvantages of supervised learning
- best practices for supervised learning
Unsupervised Machine Learning
- What is unsupervised learning
- Examples of unsupervised machine learning
- Why Unsupervised Learning?
- Types of unsupervised learning
- clustering
- clustering types
- association
- supervised vs Unsupervised Machine Learning
- applications of unsupervised Machine Learning
- disadvantages of unsupervised learning
Supervised vs Unsupervised Learning

On Demand

Machine Learning | Edx

Advanced Machine Learning | Pluralsight

Become A Machine Learning Specialist | Lynda

Advanced Machine Learning | Courseera

Online

Theoretical And Advanced Machine Learning | Tensorflow https://www.tensorflow.org/resources/learn-ml/theoretical-and-advanced-machine-learning
Machine Learning | Javatpoint https://www.javatpoint.com/machine-learning
Machine Learning | Tutorialspoint https://www.tutorialspoint.com/machine_learning/index.htm

CLASSROOM

Machine Learning | Dotnettricks https://www.dotnettricks.com/learn/machinelearning
Machine Learning Certification Training Course | Simplilearn https://www.simplilearn.com/big-data-and-analytics/machine-learning-certification-training-course
Machine Learning Course Training In Hyderabad | 360Digitmg https://360digitmg.com/machine-learning-course-training-in-hyderabad
Machine Learning With Python Training | Zeolearn https://www.zeolearn.com/machine-learning-with-python-training/schedule

Back Propagation Neural Network
- What is Artificial Neural Networks?
- What is Backpropagation?
- How Backpropagation Works
- Why We Need Backpropagation?
- What is a Feed-Forward Network?
- Types of Backpropagation Networks
- History of Backpropagation
- Backpropagation Key Points
- Best practice Backpropagation
- Disadvantages of using Backpropagation
Reinforcement Learning
- What is Reinforcement Learning?
- Important terms used in Deep Reinforcement
- Learning method
- How Reinforcement Learning works
- Reinforcement Learning Algorithms
- Characteristics of Reinforcement Learning
- Types of Reinforcement Learning
- Learning Models of Reinforcement
- Reinforcement Learning vs. Supervised Learning
- Applications of Reinforcement Learning
- Why use Reinforcement Learning?
- When Not to Use Reinforcement Learning
- Challenges of Reinforcement Learning
Deep Learning Libraries
Fuzzy Logic Tutorial
- What Is Fuzzy Logic?
- History of Fuzzy Logic
- Characteristics of Fuzzy Logic
- When not to use fuzzy logic
- Fuzzy Logic Architecture
- Fuzzy Logic vs. Probability
- Crisp vs. Fuzzy
- Classical Set vs. Fuzzy set Theory
- Fuzzy Logic Examples
- Application Areas of Fuzzy Logic
- Advantages of Fuzzy Logic System
- Disadvantages of Fuzzy Logic Systems
Confusion Matrix in Machine Learning
- What is Confusion matrix?
- Four outcomes of the confusion matrix
- Example of Confusion matrix:
- How to Calculate a Confusion Matrix
- Other Important Terms using a Confusion matrix
- Why you need Confusion matrix?