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Practical Machine Learning with Python For Developers & Data Scientists

Practical Machine Learning with Python For Developers & Data Scientists

Main Speaker:

Tracks:

Code
Data

Seminar Catgories:

AI & Machine Learning
Back-end

Seminar ID:

42124

Date:

18.11.2019

Time:

Daily seminar
9:00-16:30

Location:

Daniel Hotel

Add to Calendar 18.11.2019 09:00 18.11.2019 16:30 Asia/Jerusalem Practical Machine Learning with Python For Developers & Data Scientists

Python is a great programming language for data analysis and machine learning. With its packages and tools , writing a machine learning process with python is a very simple task.

In this seminar we will cover the important packages and tools and see some practical examples how we can use it to solve machine learning problems

Overview

Python is a great programming language for data analysis and machine learning. With its packages and tools , writing a machine learning process with python is a very simple task.

In this seminar we will cover the important packages and tools and see some practical examples how we can use it to solve machine learning problems

Who Should Attend

  • Developers
  • Data Scientists

Prerequisites

The participants should have some knowledge with python language

Course Contents

Important packages

  • Numpy
  • Matplotlib and seaborn
  • Scipy and Scikits
  • Pandas

Why Learn

Applications

Machine Learning Process

Learning Types:

  • Supervised Learning
  • Unsupervised Learning
  • Semi-Supervised Learning
  • Active Learning
  • Reinforcement learning

Variables and features

Classification

Regressions

Types of Data

Data preparation and cleaning

Data visualization

Scikit Learn

Models:

  • Linear Regression
  • Logistic Regression
  • Support vector machines
  • Decision trees and random forests
  • Na├»ve Bayes
  • KNN

Deep Learning overview

Neural Networks

NLP



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