Ayush Mangal

Data Scientist

https://www.opentalent.in/ayush-mangal

Deep Learning Consultant @smallest-inc

Freelance

Key Strengths

Demonstrated strong interest and self-learning in Deep Learning and Machine Learning through numerous personal projects.
Proficiency in Python, PyTorch, and JAX for implementing complex ML models.
Experience with various deep learning concepts such as Diffusion Models, Adversarial Discriminative Domain Adaptation, and RAG.
Active engagement in exploring and summarizing advanced research papers in Deep Learning.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's project portfolio is heavily focused on personal, research-oriented deep learning implementations. While this demonstrates strong technical curiosity and initiative, the lack of team-based or industry-specific projects makes it difficult to assess collaboration, adaptability to diverse team environments, or alignment with broader organizational goals beyond individual technical exploration. The 'Freelance Data Scientist' role is current but lacks details to evaluate cultural fit.

Soft Skills & Operational Fit

The provided data does not contain sufficient information to assess soft skills or operational fit. The candidate's project descriptions indicate a proactive and self-driven learning approach.

AI is analyzing your overall score…

Identifying your key strengths…

Evaluating your skill match against the job requirements…

Assessing your cultural and operational fit

Projects

FLARE_from_scratch

November 9, 2023 – November 16, 2023

Implementing Forward-Looking Active REtrieval augmented generation (FLARE) from scratch

View Project

diffusion_from_scratch_JAX

June 26, 2023 – July 11, 2023

Teaching myself JAX by implementing Diffusion models

View Project

diffusion_from_scratch

February 9, 2023 – April 10, 2023

Teaching myself diffusion models by coding one from scratch

View Project

brownie_fund_me

June 21, 2022 – June 21, 2022

Smart Contract Application using brownie

View Project

hw-reverse

January 9, 2021 – April 24, 2021

A collection of CPU microbenchmarks

View Project

deep_cache_replacement

August 27, 2020 – September 22, 2020

The PyTorch codebase for -> DEAP Cache: Deep Eviction Admission and Prefetching for Cache.

View Project

DL_Exploring

June 1, 2020 – September 14, 2020

Resources to various developing fields in Deep Learning

View Project

ADDA_pytorch

March 15, 2020 – March 20, 2020

Pytorch implementation of Adversarial Discriminative Domain Adaptation

View Project

workshop_2020

January 27, 2020 – January 29, 2020

workshop_2020 — GitHub repository

View Project

papers_we_read

September 17, 2019 – May 25, 2025

Summaries for exciting works in the field of Deep Learning.

View Project

Key Strengths

Demonstrated strong interest and self-learning in Deep Learning and Machine Learning through numerous personal projects.
Proficiency in Python, PyTorch, and JAX for implementing complex ML models.
Experience with various deep learning concepts such as Diffusion Models, Adversarial Discriminative Domain Adaptation, and RAG.
Active engagement in exploring and summarizing advanced research papers in Deep Learning.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

The provided data does not contain sufficient information to assess soft skills or operational fit. The candidate's project descriptions indicate a proactive and self-driven learning approach.

Ayush Mangal

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Experience

Projects

Key Strengths

Cultural & Operational Fit