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PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Today’s Training Topics
❖ What is Machine Learning?
❖ Machine Learning in the Industry
❖ Machine Learning Life Cycle
❖ Types of Machine Learning
❖ Demo
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
What is Machine Learning?
“Machine learning is a method of Data analysis that automates analytical model building.
Learn from Data
Find Hidden Insights
Train and Grow
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Machine Learning in the Industry
Marketing & Sales TransportationGovernment
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Machine Learning in the Industry
HealthCare BiometricsFinance
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
model
Machine Learning Lifecycle
Training
70-80% of
Data
Testing
30-20% of
Data
Training Data Learning Algorithm
Test Data Accuracy
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
▪ Supervised
▪ Reinforcement
▪ Unsupervised
Types of Machine Learning
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Supervised Learning
It’s a
Face
Label
Face
Label
Non-Face
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Supervised Learning Algorithms
Supervised
Learning
Classification REGRESSION
Logic
Regression
Classification Trees
Support Vector
Machine
Random Forests
Artificial Neural
Networks
Linear
Regression
Decision Trees
Bayesian
Networks
Fuzzy Classification
Artificial Neural
Networks
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Reinforcement Learning
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Reinforcement Learning Algorithms
Q-Learning
State-Action-Reward-State-Action
(SARSA)
Deep Q Network (DQN)
Deep Deterministic Policy
Gradient (DDPG)
Trust Region Policy Optimization
(TRPO)
Reinforcement
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Unsupervised Learning
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Unsupervised Learning Algorithms
unSupervised
Learning
CLUSTERING
Dimensionality
Reduction
K-Means Clustering
Hierarchical
Clustering
Gaussian Mixture
Models
Genetic Algorithms
Artificial Neural
Networks
Principal Component
Analysis
Tensor Decomposition
Multidimensional
Statistics
Random Projection
Artificial Neural
Networks
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Spark Ecosystems
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Spark Ecosystems
MLlib
(Machine Learning)
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
MLlib
Algorithms
Clustering
MLlib
Frequent Pattern
Matching
Linear
Algebra
Collaborative
Filtering
Classification
Linear
Regression
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Finding Hackers
Finding Hacker Group
PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
Customer Churn
Customer Churn Prediction
PySpark MLlib Tutorial | Machine Learning on Apache Spark | PySpark Training | Edureka

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PySpark MLlib Tutorial | Machine Learning on Apache Spark | PySpark Training | Edureka

  • 1. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training
  • 2. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Today’s Training Topics ❖ What is Machine Learning? ❖ Machine Learning in the Industry ❖ Machine Learning Life Cycle ❖ Types of Machine Learning ❖ Demo
  • 3. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training What is Machine Learning? “Machine learning is a method of Data analysis that automates analytical model building. Learn from Data Find Hidden Insights Train and Grow
  • 4. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Machine Learning in the Industry Marketing & Sales TransportationGovernment
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  • 7. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training ▪ Supervised ▪ Reinforcement ▪ Unsupervised Types of Machine Learning
  • 8. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Supervised Learning It’s a Face Label Face Label Non-Face
  • 9. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Supervised Learning Algorithms Supervised Learning Classification REGRESSION Logic Regression Classification Trees Support Vector Machine Random Forests Artificial Neural Networks Linear Regression Decision Trees Bayesian Networks Fuzzy Classification Artificial Neural Networks
  • 10. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Reinforcement Learning
  • 11. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Reinforcement Learning Algorithms Q-Learning State-Action-Reward-State-Action (SARSA) Deep Q Network (DQN) Deep Deterministic Policy Gradient (DDPG) Trust Region Policy Optimization (TRPO) Reinforcement
  • 12. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Unsupervised Learning
  • 13. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Unsupervised Learning Algorithms unSupervised Learning CLUSTERING Dimensionality Reduction K-Means Clustering Hierarchical Clustering Gaussian Mixture Models Genetic Algorithms Artificial Neural Networks Principal Component Analysis Tensor Decomposition Multidimensional Statistics Random Projection Artificial Neural Networks
  • 14. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Spark Ecosystems
  • 15. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training Spark Ecosystems MLlib (Machine Learning)
  • 16. PYSPARK CERTIFICATION TRAINING https://www.edureka.co/pyspark-certification-training MLlib Algorithms Clustering MLlib Frequent Pattern Matching Linear Algebra Collaborative Filtering Classification Linear Regression
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