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Intro to data science with Python — four-day course in Tel Aviv

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Tel Aviv-Yafo

Tel Aviv-Yafo, Tel Aviv District

Israel

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Data science and machine learning are some of the hottest topics in the world right now. And the most popular language for teaching them? Python.

This course is an introduction to the world of data science, using Python. Over the course of four days, you'll learn how to read, manipulate, and analyze data — and then how to create models to make predictions with the data you've imported.

We will use the most popular Python libraries and tools — NumPy, Pandas, and scikit-learn. By the end of the course, you'll have gained practical experience working with real-world data. You'll be able to apply these skills to your current job, or to future jobs you might have.

This is the same course that I have given at companies around the world, including Apple, Cisco, IBM, Intel, PayPal, and VMWare. If you want to take your Python to the next level, then this is the course for you!

A huge part of the course is spent in exercises, practicing the topics that are introduced. I strongly believe that you only truly learn when you practice. I also expect active participation — not only working on the exercises, but asking questions throughout the course. I expect to learn new things, and to be challenged by your questions!

The course is four days long:

  • Tuesday, January 22, 2019
  • Thursday, January 24, 2019
  • Tuesday, January 29, 2019
  • Thursday, January 31, 2019

Each day will run from 9:30 - 17:30. There will be both morning and afternoon breaks, as well as an hour-long break for lunch.

The training will take place in central Tel Aviv; the location will be announced by January 10th.

Note: The language of instruction is Hebrew.

שימו לב: הקורס יועבר בשפה העברית.

Questions? Contact me (reuven@lerner.co.il), or call me at 054-496-8405.

The four-day course costs NIS 3500 + VAT. Participation is limited to 20 people. Groups of 5 people or more get a 20% discount. (If you want the discount, then go ahead and buy tickets here. I'll refund your purchase.)

Soon after paying, you'll recive a tax invoice (חשבונית מס/קבלה), from my Israeli corporation.

The course syllabus is as follows:

  • Overview of data science in Python
  • Jupyter notebook as an environment for data-science work (and collaboration)
  • NumPy
    • Data structures
    • Operations
    • Sorting, searching, and retrieving • Boolean indexing techniques
  • Pandas
    • Series
    • DataFrame
    • Importing and exporting data
    • Filtering data by row and column
    • Data manipulation
    • Time series
  • Machine learning
  • What is machine learning?
  • scikit-learn
  • Retrieving and using public data sets
  • Feature selection
  • Standardization of data
  • Machine-learning algorithms
  • Supervised machine learning
    • Training
    • Predicting
    • Avoiding overfit models
    • Evaluating model success
    • Comparing models
    • Using the same classifier with different hyperparameters
  • Supervised classification problems
    • Simple classification
    • Textual classification
  • Supervised regression problems
  • Feature selection
  • Clustering with unsupervised learning
  • Future trends in machine learning
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Date and Time

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Tel Aviv-Yafo

Tel Aviv-Yafo, Tel Aviv District

Israel

View Map

Refund Policy

Refunds up to 7 days before event

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