Manish Kumar
@manish.kumar
Senior Data Scientist at Softweb solutions (Avnet)
Ahmedabad, Gujarat
Experienced and results-driven professional with over 4 years of expertise in developing, deploying, and optimizing Data Science and Generative AI solutions. Proficient in Python, Machine Learning, Deep Learning, Computer Vision, NLP, and LLM. Skilled in leveraging advanced analytical techniques to derive insights, develop models, and solve complex problems across various domains, driving impactful business outcomes.
Experience
Senior Data Scientist
Softweb solutions (Avnet)
Fine-tuned stable diffusion (SDXL) model on custom people image dataset for text-to-image generation using transformer and auto-train Dreambooth. Designed and validated computer vision algorithms tailored for embedded IoT devices such as the Jetson Nano and Raspberry Pi. Developed an anomaly detection model utilizing an isolation forest and OneClassSvm algorithm. Developed a time-series sales forecasting solution utilizing the FBProphet algorithm. Created and trained a custom object detection model focusing on detecting bottles or cups using YOLOv3.
Data Scientist
DreamSoft4u Pvt.Ltd
Developed a robust FAQ chatbot tailored specifically for the healthcare industry, utilizing the RASA framework. Deployed the chatbot on the AWS cloud infrastructure through the development of a Flask API. Engineered and trained a diverse array of machine learning (ML) and deep learning (DL) models to forecast sales trends within the healthcare sector.
Machine Learning Engineer
Zein El Dine Techno Solutions Pvt. Ltd
Developed a sales prediction model utilizing machine learning techniques like the Random Forest Regressor. Achieved an accuracy of around 96% through hyperparameter tuning. Deployed on the Google Cloud Platform (GCP) via Flask and Docker.
Education
JECRC FOUNDATION
B.Tech
Computer Science