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30-Day Money-Back Guarantee

This course includes:

  • 3 hours on-demand video
  • 3 articles
  • Full lifetime access
  • Access on mobile and TV
Development Data Science

Data Science: From Prediction to Production

Lessons Learned from a Decade of Building Machine Learning Applications
Rating: 3.9 out of 53.9 (24 ratings)
3,559 students
Created by Snir Madar
Last updated 7/2019
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • Practical perspective about predictions
  • Guidelines for selecting models
  • What makes you professional
  • Guidelines for delivering fast results
  • How to plan the development
  • The importance of well written code
  • Advanced topics in predictive modeling

Course content

7 sections • 31 lectures • 3h 2m total length

  • Preview07:29
  • The Characteristics of a Good Prediction
    13:34

  • Why Linear Models are Great
    02:29
  • Preview04:56
  • The Risks of Nonlinear Modeling
    05:54
  • Risk Management in Nonlinear Modeling
    07:55

  • Preview04:20
  • Skills You Must Have
    06:24
  • Developer or Researcher - Who Are You?
    05:59

  • My Mistakes as a Junior
    04:17
  • Six Important Principles
    08:00
  • Satisfy the Customer
    09:29
  • Preview05:22
  • Practical Perspective about Scale
    05:31

  • The Path from Concept to Production
    11:01
  • How to Measure Your Progress
    04:24
  • Scrum or Kanban
    06:40
  • How to Make Time Assessments
    02:26

  • Preview02:06
  • Coding Standards
    04:55
  • Meet Uncle Bob
    01:59
  • Data Science Clean Code
    02:24
  • Clear APIs
    03:22
  • Debugging Output
    02:51
  • Data Frames or Objects?
    03:44

  • Three Factors which Impact Accuracy
    13:12
  • Preview01:46
  • How to Use Dummies the Right Way
    09:55
  • The Price of Wrong Features Set
    07:37
  • The Impact of Measurements Errors
    07:04
  • Heteroskedasticity Illness
    05:19

Requirements

  • Basic knowledge about data science

Description

When most data scientists begin their careers in the field, they quickly realize there is a huge gap between what they learned in school and the models they are asked to create day-in and day-out for the companies they work at. This course is meant to help data scientists excel in the workplace and teach them the real-life applications of their work.

Taught by a data scientist with over 10 years’ of experience, the course will give you an in-depth look at the work of a data scientist.

You will get actionable advice about how to deliver fast results and create models efficiently, effectively and in a way that is most beneficial for your company.

This course is an important step toward becoming a leading data scientist.


See you at the course.


Who this course is for:

  • Data scientists
  • Job seekers
  • Data science managers

Instructor

Snir Madar
Data Science Team Leader
Snir Madar
  • 3.9 Instructor Rating
  • 24 Reviews
  • 6,363 Students
  • 1 Course

I have been developing predictive applications for more than a decade.

I have built countless models and leading data science teams in the finance, online, ad-tech and gaming industries. Recommendation engines, automatic bidding, smart alerts, marketing models and algorithmic trading are only partial list of applications I built from scratch. For each of them, I  was involved in the project from conception to delivery - beginning by pinpointing the business's needs and ending up with a live system.

Because data science is an emerging field, it is often hard to find professionals who can share their insights from the real world. When I was starting out, I often wished I had a mentor. (I am sure he or she could have helped me avoid many of the challenges and failures that I faced early on.)

I learned the hard way, but through this course I hope to help accelerate my students’ achievement so they know how to deliver outstanding results as a data scientist, regardless of how long they’ve been in the field.

Learning machine learning models is one thing, but delivering predictive application that work is a challenge with a totally different level of complexity.

This is the focus of my course - lessons learned about delivering predictive applications that work and meet the needs of a company.


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