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Machine Learning Fundamentals Training

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Training by  SpringPeople
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Details

Learn machine learning principles with in-depth practical exposure to how projects are implemented at organizations in this machine learning course. You learn all about real-world applications of ML using Python & the essentials of statistics and ML models with expert guidance from experienced industry mentors.

Our ML training includes Cloudlabs integration so you gain hands-on experience working with Python libraries. Create supervised learning models using regression, random forest classification, SVM and Naïve Bayes classifiers. Develop unsupervised learning models using k-means clustering and association rule learning. Equip yourself with the skills needed to build ML models from Day 1.

What are the objectives of Machine LearningCourse ?

At the end of this Machine Learning course, you will be able to:

  • Quickly start developing ML models while learning underlying theory
  • Understand the key components of any ML model
  • Learn machine learning algorithm types and develop an appreciation for their real-world applications
  • Develop programs in Python using built-in libraries
  • Recognize the statistical principles that forms the foundation of ML
  • Develop Supervised learning models
  • Develop Unsupervised learning models
  • Use various methods for testing machine learning training models
  • Work on application development projects at your organization that employ machine learning 
For more details visit at https://www.springpeople.com/machine-learning-fundamentals-training


Outline

  • Applications of Machine Learning
    • Web Search Ranking
    • Ecommerce
    • Weather forecast
    • Malware stop/Anti-virus
    • Anti-spam
    • Natural Language Processing in search engine
    • Face detection
    • Speech Recognition
  • Jumpstart Python Programming
    • Install Anaconda Bundle
    • Starting Jypyter Notebook
    • Data Types in Python - Integer, Float, String
    • Data Structures in Python
    • Control Flow in Python
    • Functions in Python
    • Importing libraries
    • Quickstart NumPy
    • Quickstart Pandas
    • Quickstart Matplotlib
    • Quickstart Scikit-Learn
    • Quickstart Seaborn
  • Quick Stats for Machine Learning
    • Descriptive Statistics
    • Distributions
    • Hypothesis Testing
    • Maximum Likelihood
  • Supervised Learning
    • Usecases of Supervised Learning
    • Classification
    • Linear Regression
    • Random Forest Classification
    • Support Vector Machines (SVM) Classification
    • Naive Bayes
  • Unsupervised Learning
    • Usecases of Unsupervised Learning
    • k-Means Clustering
    • Apriori - Association Rule Learning
  • Reinforcement Learning
    • Use cases of Reinforcement Learning
  • Key Elements of Machine Learning
    • Representation
    • Evaluation
    • Optimization
  • Types of Learning
    • Supervised Learning
    • Unsupervised Learning
    • Reinforcement Learning

Speaker/s

The trainer for this ML course has extensive experience in data analysis, programming, and machine learning, including years of experience mentoring professionals on machine learning certification courses.

Schedules

Dec 28, 2018 - Dec 29, 2018
ENDED
No. of Days: 2
Total Hours: 12
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Founded in 2009 by IIT alumni, SpringPeople - a Thought Leader and pioneer of Enterprise Training, is today the biggest enterprise IT training provider in India.

750+ enterprises across India bank on SpringPeople for enterprise enablement, including Fortune 500 giants such as Cisco, Walmart, IBM, GE, HP, Intuit, major IT service companies such as Infosys, TCS, Wipro, Cognizant, Mindtree, Accenture and big brands from e-commerce, travel, hospitality, BFSI, telecom, manufacturing and automation.

In addition, global technology leaders like MuleSoft, Red Hat, EMC, VMware, RSA, PeopleCert - AXELOS, Elastic, CompTIA, Scrum Alliance, ISTQB, Lightbend etc have chosen SpringPeople as their master certified training partner to deliver their authentic, certified training, to enterprises and IT professionals across India.

Our training programs are powered by LnDCloud™, an Enterprise Training platform, providing enterprise reporting, detailed analytics, customizable workflows, and fully automated end-to-end training orchestration.

SpringPeople’s strong growth is being driven by the leadership team, who have several years of delivery management experience under their belt, together with a highly-experienced, process-driven, dedicated team focused on Customer Success and Trainer Engagement. ...
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