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Practical Machine Learning with Python For Developers & Product Managers

Practical Machine Learning with Python For Developers & Product Managers

Main Speaker:


Eitan Netzer

Guest Speaker:

Tracks:

Code

Seminar Catgories:

AI & Machine Learning

Course ID:

18424

Date:

26.11.2018

Time:

Daily seminar
9:00-16:30

Add to Calendar 26.11.2018 09:00 26.11.2018 16:30 Asia/Jerusalem Practical Machine Learning with Python For Developers & Product Managers

“Artificial Intelligence is the New Electricity” (Andrew Ng).
More and more companies turn to AI and machine learning to automate processes and
personalize the user experience.
In this seminar, we will make the first steps of how to conduct a data-oriented R&D.

Overview

“Artificial Intelligence is the New Electricity” (Andrew Ng).
More and more companies turn to AI and machine learning to automate processes and
personalize the user experience.
In this seminar, we will make the first steps of how to conduct a data-oriented R&D.

Who Should Attend

  • Developers
  • Product managers (looking to expand to data products)

Prerequisites

The participants should have some knowledge with python language (and remember some basic
math is a plus)

Course Contents

Part 1:

  • Why use Machine Learning
  • Voodoo a way, Simple example
  • Use Cases and motivation
  • Learning problems types
  • Modeling in a nutshell
    • overfitting and underfitting Intuition using linear regression
    • Split the data
    • Cross-Validation

Part 2:

  • K – Nearest neighbors, your first classifier
  • K – Means, your first clustering
  • PCA – patterns in data
  • Data Science life cycle
    • Acquire Data
    • Data Cleaning
    • Exploring Data Analysis
    • Feature Engineering
    • Visualization
    • Modeling
    • Validation

Part 3:

  • Logistic regression
  • Neural Networks (Deep Learning): The end of Feature Engineering !/?
  • Multi-Layer Perceptron
  • Convolutional Network


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