Machine Learning & Data Science Interview

When you cease to dream, you cease to live.

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)

Name	Product & Careers Page	Year Founded
Arya.ai	Simplifies buildout and manages deployment of Deep Learning based applications Arya.ai Careers	2013
Haptik.ai	World's largest chatbot platforms, building applications for consumers, publishers, and enterprises. Haptik.ai Careers	2013
Edge Networks	NextGen Technology Solutions for Workforce Transformation Edge Networks Careers	2012
Netradyne	Creating Solutions for real world problems using Computer Vision and Deep Learning Technologies Netradyne Careers	2015
niki.ai	Bot that will guide you along with recommendations to reach the right service & make transactions niki.ai Careers	2015
Active.ai	Delivers conversational banking services to help banks and financial institutions redefine their future digital strategy. Active.ai Careers	2016
AIndra Systems	AIndra Systems is a technology ai startup that builds products in the artificial intelligence domain AINDRA Careers	2012
Locus.sh	Locus.sh uses data driven algorithms to optimize logistics for businesses. Locus.sh Careers	2015
Mad Street Den	Computer Vision for fashion under the brand Mad Street Den Careers	2013
SocialCops	Apps to collect data, visualization platforms Social Cops Careers	2013
Morph.ai	Morph uses a chatbot to create personalized conversions for marketing. Morph.ai Careers	2016
SigTuple	SigTuple analyze visual medical data through artificial intelligence to aid diagnosis using intelligent screening solutions. SigTuple Careers	2015
Agara Labs	Agara Labs is using deep learning to solve key problems at scale for global enterprises. Agara Labs Careers	2017
Sigmoid	Specializes in data science and data engineering solutions around the world Sigmoid Careers	2013
Tricog	Tricog has a mission to reduce mortality caused by heart attacks. Tricog Health Careers	2014
Indegene	Indegene is an Information Technology and Services company that assists healthcare organisations using analytics and technology. Indegene Careers	--
Innoplexus	It aims at cutting drug development costs by mainly using AI. Innoplexus Careers	--
HealthReflect	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. HealthReflect Careers	--

Refrences

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

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