Ayush Pandey
Verified Expert in Engineering
Data Scientist and Developer
Munich, Bavaria, Germany
Toptal member since October 23, 2020
Ayush is a deep learning engineer specializing in algorithms and APIs to enhance, analyze, and integrate complex projects. He worked as a data scientist at Outbrain, implementing and analyzing real-time machine algorithms, integrating them with the bidder infrastructure, and improving conversion rates by 30% in programmatic advertising. Ayush excels in projects that are highly mathematical and that require precision.
Portfolio
Experience
- Data Science - 5 years
- Python - 5 years
- Machine Learning - 5 years
- Natural Language Processing (NLP) - 3 years
- Generative Pre-trained Transformers (GPT) - 3 years
- Keras - 3 years
- Deep Learning - 2 years
- TensorFlow - 2 years
Work Experience
Deep Learning Engineer
EventRegistry
- Developed a data science pipeline for a new product using deep learning-based text classification models.
- Deployed the models using a REST API and performed A/B testing.
- Wrote Python jobs to extract organizations, products, and locations from Wikidata.
Data Scientist
Outbrain
- Improved the conversion rate by 30% in programmatic advertising using a cutting-edge machine learning model.
- Deployed A/B testing to production; analyzed and generated deep insights to drive up the conversion rate.
- Researched and demonstrated the usefulness of Apache Spark as a replacement for Pandas for CTR analysis on a 300 GB data set.
Data Engineer
Sprinklr
- Served as product engineer to implement the machine learning data pipeline for real-time or batch processing using Kafka, Spark, and Spring framework.
- Implemented a text classification engine using deep learning algorithms as the project's data scientist.
- Deployed the models for clients using a REST API.
Project History
Classification of Qualitative Traits of Differential Equation Solutions Using Machine Learning Tools
Support for Optimization with Complex Numbers in Convex.jl
Large Scale In-memory Real-time Analytics on Apache Spark Framework
Novelty Detection Algorithms for Electricity Theft
Education
Master's Degree in Mathematics and Computer Science
Indian Institute of Technology Kharagpur - Kharagpur, India
Skills
Libraries/APIs
Keras, TensorFlow, Spark ML, REST APIs, PyTorch
Tools
Git, BigQuery
Languages
Python, Julia, R, Java, Go
Frameworks
Spring, Flask
Platforms
Linux, Windows, MacOS
Storage
Amazon S3 (AWS S3)
Other
Data Science, Mathematics, Machine Learning, Text Classification, Statistics, Natural Language Processing (NLP), Generative Pre-trained Transformers (GPT), Software Development, Version Control, Mathematical Modeling, Advertising Technology (Adtech), Deep Learning, Optimization, Data Analysis, A/B Testing, Google BigQuery
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