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Machine Learning & Data Science Bootcamp with R & Python

Machine Learning & Data Science Bootcamp with R & Python

Learn R, Python, Machine Learning, Deep Learning, Google Colab, Real-world projects with Code and step by step guidance

What you’ll learn

Machine Learning & Data Science Bootcamp with R & Python

  • Why we need Data Mining & Machine Learning
  • What is Data Mining
  • What is Machine Learning
  • Traditional Programming Vs Machine Learning
  • Steps to Solve a Data Mining & Machine Learning Problem
  • Types of Learning in Machine learning (Supervised, Unsupervised, Reinforcement )
  • Classification & Clustering
  • Setting up the Environment for Machine Learning – R language and R studio, Python, Anaconda
  • Introduction to Deep Learning – Guest Lecture
  • Machine learning project: Car Price Prediction Project
  • Kaggle – Covid 19- Classification (Chest X-ray.) – Covid-19 & Pneumonia
  • Supervised Learning
  • Unsupervised Learning

Requirements

  • Computer with an Internet connection
  • Python or any programming language

Description

Academy of Computing & Artificial Intelligence proudly presents you with the course “Data Engineering with Python”. It all started when the expert team of the Academy of Computing & Artificial Intelligence (PhD, PhD Candidates, Senior Lecturers, Consultants, Researchers) and Industry Experts. hiring managers were having a discussion on the most highly paid jobs & skills in the IT/Computer Science / Engineering / Data Science sector in 2021.

At the end of the course, you will be able to start your career in Data Mining & Machine Learning.

1) Introduction to Machine Learning – [A -Z] Comprehensive Training with Step by step guidance

2) Setting up the Environment for Machine Learning – Step by step guidance  [R Programming & Python]

3) Supervised Learning – (Univariate Linear regression, Multivariate Linear Regression, Logistic regression, Naive Bayes Classifier, Trees, Support Vector Machines (SVM), Random Forest)

4) Unsupervised Learning

5) Convolutional Neural Networks – CNN

6) Artificial Neural Networks

7) Real World Projects with Source

Course Learning Outcomes

To provide awareness of  (Supervised & Unsupervised learning) coming under Machine Learning (Why we need Data Mining & Machine Learning, What is Data Mining, What is Machine Learning, Traditional Programming Vs Machine Learning, Steps to Solve a Data Mining & Machine Learning Problem, Classification, Clustering)

Describe intelligent problem-solving methods via appropriate usage of Machine Learning techniques.

To build appropriate neural models using a state-of-the-art python framework.

To set up the Environment for Machine Learning – Step by step guidance  [R Programming & Python]

Convolutional Neural Networks – CNN

Resources from MIT and many famous Universities

Projects with Source

Who this course is for:

  • Anyone who wishes to start a career in Data Science & Machine Learning
  • Last updated 7/2021

Machine Learning & Data Science Bootcamp with R & Python

Content From: https://www.udemy.com/course/machine-learning-data-science-bootcamp-with-r-python/

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