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Harshit Tyagi
Harshit Tyagi

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Published in Towards Data Science

·Pinned

What is MLOps — Everything You Must Know to Get Started

A complete walkthrough of ML systems development lifecycle and need for MLOps — Until recently, all of us were learning about software development lifecycle(SDLC) and how it goes from requirement elicitation → designing → development → testing → deployment → all the way down to maintenance. We were(and are) studying the waterfall model, iterative model, and agile models of software development. Now, we…

Machine Learning

10 min read

What is MLOps — Everything You Must Know to Get Started
What is MLOps — Everything You Must Know to Get Started
Machine Learning

10 min read


Oct 30, 2021

What Google Recommends You do Before taking their ML or Data Science Course

First steps to learning data science & ML — foundations of DS & ML — Be it Andrew Ng’s ML/DL course on YouTube or any Data Science Bootcamp, you will need a certain degree of mathematical and statistical knowledge to not only understand but make a long-lasting, robust career as a data professional. This is a short and precise guide for all autodidact and beginners…

Artificial Intelligence

7 min read

What Google Recommends You do Before taking their ML or Data Science Course
What Google Recommends You do Before taking their ML or Data Science Course
Artificial Intelligence

7 min read


Published in Towards Data Science

·Oct 18, 2021

Training BPE, WordPiece, and Unigram Tokenizers from Scratch using Hugging Face

Comparing the tokens generated by SOTA tokenization algorithms using Hugging Face’s tokenizers package — Continuing the deep dive into the sea of NLP, this post is all about training tokenizers from scratch by leveraging Hugging Face’s tokenizers package. Tokenization is often regarded as a subfield of NLP but it has its own story of evolution and how it has reached its current stage where…

Artificial Intelligence

9 min read

Training BPE, WordPiece, and Unigram Tokenizers from Scratch using Hugging Face
Training BPE, WordPiece, and Unigram Tokenizers from Scratch using Hugging Face
Artificial Intelligence

9 min read


Published in Towards Data Science

·Oct 5, 2021

The Evolution of Tokenization in NLP — Byte Pair Encoding in NLP

Introduction to different tokenization algorithms — NLP may have been a little late to the AI epiphany but it is doing wonders with organizations like Google, OpenAI releasing state-of-the-art(SOTA) language models like BERT and GPT-2/3 respectively. GitHub Copilot and OpenAI codex are among a few very popular applications that are in the news. As someone who…

NLP

11 min read

The evolution of Tokenization in NLP — Byte Pair Encoding in NLP
The evolution of Tokenization in NLP — Byte Pair Encoding in NLP
NLP

11 min read


Sep 23, 2021

Building a Structured Financial Newsfeed using Python, SpaCy and Streamlit

Getting started with NLP by building a Named Entity Recognition(NER) application — One of the very interesting and widely used applications of NLP is Named Entity Recognition(NER). Getting insights from raw and unstructured data is of vital importance. Uploading a document and getting the important bits of information from it is called information retrieval. Information retrieval has been a major task/challenge in…

Data Science

9 min read

Building a Structured Financial Newsfeed using Python, SpaCy and Streamlit
Building a Structured Financial Newsfeed using Python, SpaCy and Streamlit
Data Science

9 min read


Sep 12, 2021

Building at the Crossover of Research and Entrepreneurship — Optimizing my Work Ethic

Framework to produce valuable work. Relevant for anyone who doesn’t get well-defined or externally imposed goals. — Before you start working for an organisation, you are basically working in solitude. And the challenge with working solo is that there are no defined and externally imposed goals. You don’t have a laid-out path. This is a scenario I find myself in every other week or every other month…

Data Science

5 min read

Building at the Crossover of Research and Entrepreneurship — Optimizing my Work Ethic
Building at the Crossover of Research and Entrepreneurship — Optimizing my Work Ethic
Data Science

5 min read


Sep 2, 2021

How Machine Learning leverages Linear Algebra to Solve Data Problems

Why you should learn the fundamentals of linear algebra — Machines or your computers only understand numbers and these numbers need to be represented and processed in a way that enables these machines to solve problems by learning from data instead of predefined instruction as in the case of programming. All types of programming use mathematics at some level and…

Machine Learning

7 min read

How Machine Learning leverages Linear Algebra to Solve Data Problems
How Machine Learning leverages Linear Algebra to Solve Data Problems
Machine Learning

7 min read


Published in Towards Data Science

·Aug 20, 2021

First Steps to Learning Data Science or ML after the Roadmap

Pre-requisites and pre-work before diving deep into data science and ML — At the start of this year, I published a mind map on the Data Science learning roadmap (shown below). The roadmap was widely accepted, that article got translated into different languages, and a large number of folks thanked me for publishing it. Everything was good until a few aspirants pointed…

Data Science

7 min read

First Steps to Learning Data Science or ML after the Roadmap
First Steps to Learning Data Science or ML after the Roadmap
Data Science

7 min read


Published in Towards Data Science

·Jun 18, 2021

New Machine Learning Specialisations for Advanced Practitioners

With a special focus on MLOps or ML Engineering — Today, you don’t need to go to a university or a college to pursue a career in machine learning or any data-driven domain but you need a plan and a roadmap to guide yourself. Once you have charted your own learning roadmap with a goal in mind, the next step…

Machine Learning

4 min read

New Machine Learning Specialisations for Advanced Practitioners
New Machine Learning Specialisations for Advanced Practitioners
Machine Learning

4 min read


Published in Geek Culture

·May 15, 2021

Learning to Build Robust ML Systems — Resources I Am Finding Useful

Documentation, courses, and inspiration for your weekend. — I am going to keep this one short(but valuable🤞) without any detailed theme since I got my first jab of the vaccine today(Thursday, May 13) and my body isn’t allowing me to sit for long hours on my desk. So, here are a few things that have kept me occupied…

Machine Learning

3 min read

Learning to Build Robust ML Systems — Resources I Am Finding Useful
Learning to Build Robust ML Systems — Resources I Am Finding Useful
Machine Learning

3 min read

Harshit Tyagi

Harshit Tyagi

3.2K Followers

Web & Data Science Instructional Designer | YouTuber | Writer https://www.youtube.com/c/DataSciencewithHarshit

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