Mohit Kumar
A Senior Machine Learning Engineer with experience of over 4 years of delivering scalable data-driven solutions into production. I intend to be a part of an organization where I can constantly develop my skills and use them to the best of my ability for the organizations growth.
- Role
Machine Learning & MLOps Engineer
- Years of Experience
4 years
Skillsets
- nginx
- Flask
- Gin
- Git
- Google Cloud
- IBM Cloud
- Jenkins
- MemCached
- MLOps
- FastAPI
- OCI
- PostgreSQL
- Redis
- Restful APIs
- TensorFlow
- Terraform
- Nlp (llms)
- Azure
- Docker
- PyTorch
- Computer Vision
- Kubernetes
- AWS
- Golang
- Kubernetes
- Machine Learning
- Python
- C/C++
- Celery
- CI/CD
- Data Science
- Deep Learning
- DevOps
- Elasticsearch
Professional Summary
4Years
- Dec, 2023 - Present2 yr 3 months
Machine Learning & MLOps Engineer
Sirion - Aug, 2021 - Dec, 20232 yr 4 months
Senior Machine Learning Engineer
Aligne Consulting - Sep, 2020 - Jul, 2021 10 months
Data Scientist
Sankshit Private Limited: AAIENA
Work History
4Years
Machine Learning & MLOps Engineer
SirionDec, 2023 - Present2 yr 3 months
Collaborating on developing scalable enterprise-grade CLM software with product teams and architects. Currently acting as bridge between ML and DevOps teams for cloud infrastructure migration across platforms. Leading the service migration from GCP Kubernetes to AWS EKS for scalable ML infrastructure. Implementing zero-scale kubernetes clusters using KEDA to minimize off-peak infrastructure costs.
Senior Machine Learning Engineer
Aligne ConsultingAug, 2021 - Dec, 20232 yr 4 months
Designing and implementing robust and highly scalable machine learning microservices for Axion (SaaS Product). Executing POCs using Large Language Models (LLM) for the upcoming ML use cases in the product. Actively contributing to the migration & enhancement of on-premises solutions to the cloud-based SaaS environment. Ensuring the smooth operation and continuous improvement of the product infrastructure by maintaining and enhancing the CI/CD pipelines, ensuring optimal availability and performance.
Data Scientist
Sankshit Private Limited: AAIENASep, 2020 - Jul, 2021 10 months
Redesigned and modernized the users apparel shopping experience using Deep Learning and Computer Vision. Led the team of 5 developers to launch Sizing product which accurately returns the body measurements. Worked on Ettire that assists users to view their virtual version (3D) draped in different clothes. Contributed to deployment & scalability of products for approx. 100000 users footfall every day.
Major Projects
3Projects
Scalable spaCy Server
The project aimed at delivering a scalable solution for sensitive data recognition in enterprise data. Application also has the capability of custom model training and in-memory loading in python multiprocess. The spaCy large model was used and served through FastAPI using LFU Cache. Server withstood 3000 requests in 5 minutes in performance test with an average response time of 800ms.
Image Super Resolution
The project aimed at obtaining high-resolution images from low-resolution images using end-to-end mapping. Implemented Image Super-Resolution Using Deep Convolutional Networks research paper (2014). Designed SRCNN architecture with Feature extractor, non-linear mapping, reconstruction as components. Evaluated model results using PSNR, SSIM, and MSE as image quality metrics & obtained precise results.
Textual Similarity Analysis
The project aimed at delivering a solution for detecting semantic similarity in enterprise data. Universal Sentence Encoder was used and served through TensorFlow Serving for text embeddings. The cosine similarity metric was used for the text similarity search between the embedding vectors. Application withstood 6000 requests in 5 minutes in performance test with an average response time of 160ms.
Education
Master of Science, Information Security
Indira Gandhi National Open University (2024)Bachelor of Technology, Electronics & Communication Engineering
Delhi Technical Campus (2021)