Machine Learning & Data Science Interview

When you cease to dream, you cease to live.

NOTE : Start with probability, move to distributions, and then tackle inference and prediction. You’ll have an easier time, I promise.

I've found four main categories to study:

• Machine Learning
• Statistics & Probability
• Other Relevant Mathematics
• Programming
  • Concepts for quiz-like questions
  • Practicals for interview coding sessions

Data Science Interview Prep

Statistics & Probability

• Intro-to-Descriptive-Statistics
• How To Ace Data Science Interviews: Statistics

Machine Learning

Data Cleaning/Exploratory Analysis

• Exploratory Data Analysis

• How to Handle Missing Data

• Unboxing Outliers In Machine Learning

• [Regularization] Regularization. Clarified.

  Metrics

  • Choosing the Right Metric for Evaluating ML Models — Part 1
  • Choosing the Right Metric for Evaluating Machine Learning Models — Part 2

Deep Learning

• Convolutional Neural Networks (CNNs / ConvNets)

Natural Language Processing

• How to solve 90% of NLP problems: a step-by-step guide

Computer Vision

Programming

• How To Ace Data Science Interviews: R/Python

Others

• [SQL] How To Ace Data Science Interviews: SQL
• [Learn SQL] SQL Scavenger Hunt Handbook
• [Blogs] May Edition: Getting A Job In Data Science

These tips will keep you way ahead in the race

• [Tips] Ten Job Search Hacks Everybody Needs To Know
• [Cover Letter Advice] Your Cover Letter Should Be About Me, Not You
• Refresh Your Resume by Google

Machine Learning/ Analytics Startups in India (Careers Page)

• Arya.ai Careers

  Year Founded: 2013
  Arya.ai is a platform for developers and enterprises that simplifies buildout and manages deployment of Deep Learning based applications.

• Haptik.ai Careers

  Year Founded: 2013
  World's largest chatbot platforms, building applications for consumers, publishers, and enterprises.

• Edge Networks Careers

  Year Founded: 2012
  NextGen Technology Solutions for Workforce Transformation

• Netradyne Careers

  Year Founded: 2015
  Creating Solutions for real world problems using Computer Vision and Deep Learning Technologies

• niki.ai Careers

  Email: [email protected]
  Year Founded: 2015
  Niki is an Artificial Intelligence powered bot that you can chat with - it will guide you along with recommendations to reach the right service and then goes to the last mile to make that transaction for you.

• Active.ai Careers

  Year Founded: 2016
  Active.Ai, a Singapore Head Quartered Fintech startup with innovation lab in Bengaluru, through artificial intelligence (AI) that delivers conversational banking services to help banks and financial institutions redefine their future digital strategy.

• AINDRA Careers

  Year Founded: 2012
  AIndra Systems is a technology ai startup that builds products in the artificial intelligence domain that can solve high impact problems.

• Artivatic Careers

  Year Founded: 2016
  Artivatic Data Labs helps individuals make better personalized decisions.

• Fluid AI Careers

  Fluid AI believes in the power of artificial intelligence to solve the most unique and biggest problems in different sectors like web, government, finance, and marketing.

• Locus.sh Careers

  Year Founded: 2015
  Locus.sh uses data driven algorithms to optimize logistics for businesses.

• Mad Street Den Careers

  Year Founded: 2013
  Mad Street Den is one of the top artificial intelligence companies that creates new experiences by building applications for the real world through computer vision and artificial intelligence.

• SocalCops Careers

  Year Founded: 2013
  SocialCops is a data intelligence company on a mission to solve complex world problems by powering critical decisions. Their platform brings the entire decision-making process to one place — from collecting primary data, accessing secondary data, and merging internal data to visualizing data via intuitive, easy-to-use dashboards.

• Morph.ai Careers

  Year Founded: 2016
  Morph uses a chatbot to create personalized conversions for marketing.

• SigTuple Careers

  Year Founded: 2015
  SigTuple analysis visual medical data through artificial intelligence to aid diagnosis using intelligent screening solutions.

• Agara Labs Careers

  Year Founded: 2017
  Email : [email protected] Agara Labs is using deep learning to solve key problems at scale for global enterprises.

• Analytics Vidya Careers

  Year Founded: 2014
  This platform allows people to know more about analytics from its articles, Q&A forum, and learning paths. Also, we help professionals & amateurs to sharpen their skillsets by providing a platform to participate in Hackathons.

• Sigmoid Careers

  Year Founded: 2013
  Sigmoid is a leading big data and advanced analytics firm that specializes in data science and data engineering solutions around the world. Sigmoid has revolutionized the areas of business intelligence, AI and machine learning by solving diverse use cases across hi-tech industries.

AI Companies For Pharma Sector

• Tricog Health Careers

  Year Founded: 2014
  Tricog has a mission to reduce mortality caused by heart attacks by helping patients gain access to quick, accurate, and affordable diagnosis within minutes of their arrival at clinics.

• Indegene Careers

  Indegene is an Information Technology and Services company that assists healthcare organisations using analytics and technology.

• Innoplexus Careers

  It aims at cutting drug development costs by mainly using AI.

• HealthReflect Careers

  HealthReflect is about to bring world’s smartest AI health information platform, offering best & trusted health information at your fingertips. The platform combines power of machine learning & artificial intelligence (A.I.) to offer predictive & preventive personalised medicine for every patient in India, China, Singapore, UAE & other middle eastern countries.

• praktice.ai Careers

  Simplifying health practices through Artificial Intelligence & Speech Technology

Refrences

• Towards Data Science
• Data Science Group, IITR
• data-science-question-answer
• CS 229 ― Machine Learning CheatSheet