Awesome

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

Refrences

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

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