Experience
Lloyds Banking Group
London, UK
- Leading a 4-person team, I drove the successful migration of the bank's machine learning APIs (JSON and gRPC) from Kubernetes (GKE) to GCP Cloud Run (serverless) by managing sprint planning and skill-based task assignment, ultimately cutting platform running costs by 82%.
- Mentored junior colleagues on platform engineering skills through a structure of challenging assignments and a continuous feedback loop, resulting in mentees taking full ownership of all Python applications and Terraform projects.
- Engineered a self-service CI/CD system using GCP Cloud Build, Helm templates, and Istio authentication/authorization, resulting in a 90% reduction in code deployment time.
- Achieved 100% VM instance compliance by developing and deploying the bank's custom security service as a dedicated Linux systemd service across the fleet.
- Resolved a critical platform vulnerability incident within 1 hour to ensure 100% bank compliance by rapidly updating user access levels and implementing new security groups via Terraform.
- Secured application access by deploying a custom GCP external OAuth connection to the bank's on-premises Active Directory, enabling granular authorization control based on defined roles.
Beakbook Ltd
London, UK
- Worked on a start up venture in modern agicultural technology collaborating with small scale farmers and large enterprises like Avara foods.
- Desgined and Developer PostgreSQL schema to accept IOT data stream (AWS Kinesis) and improved the optimization by 60% using Normalization Techniques.
- Developed and Deployed the company's anomaly detection model which generated 50% of company's revenue.
- Sandbox and production environment isolation achieved using Github Actions and Terraform Cloud to try their new algorithm without affecting users. This cut R&D time by 45% for the company.
Telescope Analytics
London, UK
- Worked as a Machine Learning Engineer to develop recommendation systems to find sales prospects using Tensorflow and PyTorch.
- Successfully deployed 9 tracking event alert alert from frontend (React) and the backend (Python).
- Worked on Data Preprocessing pipelines (Kubeflow) for the recommendation systems.
Education
Specialized in Machine Learning and Algorithmic Game Theory. Thesis on "Building mobile friendly Anime filter using Generative Adversarial Networks."
Graduated with merit. Coursework included Data Structures, Algorithms, Database Systems, Networking and Web Development.
Skills
Python
Golang
C++
Java
Certifications
Projects
Istio gateway with cert manager's self signed certifcate for mTLS gateway and a k8s job to delete the helm chart after a timeout time.
High level goal is to run a seperate IOT and ML infrastructure for dev and prod in different regions using terraform workspace separation.
A Machine Learning pipeline to detect the Doctor Who card (A BBC Show) in a green background video file.
Computation Fluid Dynamics mini application (karman) which is made faster using Message Passing Interfacing (MPI) in C++.
A web application tool to annotate sentiment of the text from the huge CSV file. Build using CRA and processes the CSV data file.
A web application tool to annotate sentiment of the text from the huge CSV file. Build using CRA and processes the CSV data file.