Only 24h Left Applied ML

5 days ago


Aurangabad, India TIH | IIT Bombay Full time

Job Description: - Development, adaptation, and implementation of AI/ML algorithms and frameworks, Prediction algorithms - Developing deep learning and machine learning algorithms (CNN, object detection, segmentation, SVM, AE) - Time series forecasting: AR, ARIMA, SARIMA, ES, Prophet, LSTM - Conduct data preprocessing, augmentation, and annotation workflows for image datasets. - Design, train, and validate deep learning architectures for feature identification using CNN, ResNet, - EfficientNet, YOLO, U-Net, Mask R-CNN, ViT/Swin Transformer. - Develop clean, modular, and production-ready code for model training, inference, and deployment. - Collaborate with domain experts to translate agricultural knowledge into AI models. - Support integration of models with mobile application (through APIs and deployment-ready formats like TensorFlow Lite / ONNX). - Write unit tests, integration tests, and documentation to support long-term use of the framework. - Document methodologies, benchmarking reports, and prepare technical handover materials. Minimum Qualifications and Experience: - B.Tech in Computer Science, Electronics and Communications or any related field with 3-5 years of relevant experience OR - M.Tech in Computer Science, Electronics and Communications or any related field with 2-3 years of relevant experience Required Expertise: - Strong hands-on experience with Python and ML/DL frameworks (PyTorch, TensorFlow, Keras). - Proficiency in computer vision techniques – CNNs, object detection (YOLO/SSD), segmentation (U-Net/Mask R-CNN), Vision Transformers (ViT, Swin Transformer, DeiT). - Libraries: NumPy, Pandas, OpenCV, Scikit-learn, Matplotlib/Seaborn. - Knowledge of model optimization for deployment (quantization, pruning, TensorFlow Lite, ONNX). - Experience in developing APIs (Flask/FastAPI) for model serving. - Familiarity with ETL processes, data pipelines, and statistical validation methods. - Basic understanding of Docker and version control (Git) and experience with MLOps tools - Ability to write production-grade Python code following best practices (modular design, logging, testing, error handling) - Understanding of statistical analysis such as normality test, dicky fuller test etc Location of work: - TIH-IoT, IIT Bombay Campus, Powai, Mumbai 400076.



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