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Portfolio of Faisal Ahmed Siddiqi
Who am I ?
Highly accomplished ML Engineer with 6+ years of experience in developing and commercializing AI products. Proven ability to lead teams, build scalable solutions, and drive significant business impact, particularly in optimizing efficiency and reducing costs. Passionate about leveraging AI to solve complex challenges.
High Impact Agent Frameworks
Experience
Lead ML Engineer | Altersense LTD | August 2022 – Present
- Led the development of POCs for key business features, successfully transitioning them into MVPs and MMPs.
- Leading an ML team. Train and validate ML models and optimize models for high throughput.
- Productionized ML-based computer vision application for monitoring Line efficiency and Operator/Worker efficiency (Covered hundreds of employees) in the RMG industry.
- Successfully built high-performance, cost-effective ML pipelines for Real-Time inference.(Hardware cost has been reduced to 30 USD per employee per year)
- Successfully built high-performance Real-Time Video stream service.
- Cooperate with the DevOps team to deploy ML and other services.
- Yearly revenue increased by 7.5%, indicating that around 250k USD in extra revenue is added on average yearly.
- For a typical mid-sized and big-sized RMG factory, the yearly extra revenue could be from a couple of million to 50 million USD.
DEMO:
MY WORK ON Customized VECTOR DB (In Memory) in 2020
- In the mid of 2020 When first wave or CORONA hit so hard worldwide and we all got locked downed inside our home, Out of uncertainty and deppression I was just thinking on how to keep myself busy anyway.I took inspiration from from several SOTA papers and started building a VECTOR DB for video segment retrieval from large DB.
- Within couple of months I managed to build a VECTOR DB of my own using ANN(Approximate nearest neighbour), LSH, PCA and also applied some custom mathmatical operations on embeddings for better retrieval performance
- Click here to see the DEMO
Executive Machine Learning Engineer | Bysl Global Technology Group | October 2021 – July 2022
- Engaged in developing MVP/MMP of different AI applications.
- Designed and developed the Organization’s BI (Business Intelligence) Engine.
- Deployed apps and maintained ETL processes.
Sr. ML Engineer | Smart Retina | Dec 2020 – May 2021
- Designed and developed scalable Deep learning models for Retinal diseases.
- Productionized AI-based Diabetic retinopathy screening apps for Ophthalmology doctors.
- Analyzed and collected feedback from stakeholders, Hospitals, Doctors, and integrated new AI features based on requirements.
- Deployed in Two Eye Hospitals in Dhaka City for Trial purposes.
- Automated Train/Test pipeline with CLI.
- Supervised team members in building scalable AI applications.
- Patient screening time was reduced by 20%-30%.
DEMO:
ML Engineer | Pridesis it | October 2018 – December 2020
- Developed POC For Monitoring Elderly people.(Secured funding for MVP development)
- Built an Intelligent Object Tracking System.(Secured 100k USD for MVP development
- )
DEMO: