QUANTIPHI PVT. LTD. | Sr. ML Engineer | May 2021-Present
Sports Analytics- CoachFirst
- Application of AI Coach for NFL football players training sessions to detect and curate small clips for every sports action performed by player on the ground.
- Helps coaches and parents to get a better overview of player’s progress.
- Analytic estimated: Ball Direction, Ball Angle, Goal Miss/Made, Hang Time,
Player Jersey and Action Frame
- Video Processing - OpenCV
- Object Detection and Tracking - Yolov5 & modified SORT
- Jersey Number Recognition - Scaled Yolov4 & SVHM Classifier
- Action Recognition - ResNet-152 & LSTM (Spatio Temporal model)
- Ball Detection - TrackNet & Kalman Filter
- GoalPost Detection - Custom Yolov5
Sports Analytics- SportCast
- Intelligent archiving system for Bundesliga players that archives frames for each player throughout the highlight clips.
- Object Detection and Tracking - Yolov5 & modified SORT
- Face Detection and Embedding - ArcFace (InsightFace)
- Face Recognition - Cosine Similarity (FAISS)
Intelligent Document Processing- Parchment
- IDP system for extracting all the details from school and college transcripts.
- Token Classification - LayoutLMv3 or LiLT
- OCR - AWS Textract API
CAPGEMINI | Data Scientist | Oct 2017-May 2021
Dell EMC - Log Classification System
- Application of classification for predicting the type of error on log files of different components of storage devices to reduce TAT of resolving the particular error.
- Vectorizer - TF-IDF
- Algorithm - Random Forest
Dell EMC - Surveillance System
- Using Dlib Library and Tensorflow, the system checks whether the employee is authorized to enter a particular ODC or not.
- Face Recognition - FaceNet (Triplet Loss)
