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

Academy of Computing & Artificial Intelligence proudly present you the course “Data Engineering with Python”. It all started when the expert team of 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.

What you’ll learn

  • 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.

Course Content

  • Introduction –> 8 lectures • 46min.
  • Setting up the Environment for Machine Learning – R language and R studio –> 2 lectures • 7min.
  • Setting up the Environment for Machine Learning – Python & Anaconda –> 2 lectures • 10min.
  • Machine Learning – Supervised Learning –> 9 lectures • 1hr 38min.
  • Machine Learning – Unsupervised Learning – Clustering –> 5 lectures • 32min.
  • Implementing a ANN with R programming / R Studio –> 1 lecture • 14min.
  • Convolutional Neural Networks – CNN –> 1 lecture • 41min.
  • Data Science & Machine Learning Resources –> 1 lecture • 1min.
  • MIT Introduction to Deep Learning – Guest Lecture – Online –> 1 lecture • 1min.
  • Machine learning project : Car Price Prediction Project –> 1 lecture • 1min.

Machine Learning & Data Science Bootcamp with R & Python

Requirements

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

Academy of Computing & Artificial Intelligence proudly present you the course “Data Engineering with Python”. It all started when the expert team of 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 from using state-of-the-art python framework.

To setup 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