Omni Reach

7 days ago

Bengaluru, India Omni Reach Full time

Description : We are seeking a high-impact AI/ML Engineer to lead the design, development, and deployment of machine learning and AI solutions across vision, audio, and language modalities. You'll be part of a fast-paced, outcome-oriented AI & Analytics team, working alongside data scientists, engineers, and product leaders to transform business use cases into real-time, scalable AI systems. This role demands strong technical leadership, a product mindset, and hands-on expertise in Computer Vision, Audio Intelligence, and Deep Learning.Key Responsibilities : - Architect, develop, and deploy ML models for multimodal problems, including vision (image/video), audio (speech/sound), and NLP tasks. - Own the complete ML lifecycle : data ingestion, model development, experimentation, evaluation, deployment, and monitoring. - Leverage transfer learning, foundation models, or self-supervised approaches where suitable. - Design and implement scalable training pipelines and inference APIs using frameworks like PyTorch or TensorFlow. - Collaborate with MLOps, data engineering, and DevOps to productionize models using Docker, Kubernetes, or serverless infrastructure. - Continuously monitor model performance and implement retraining workflows to ensure accuracy over time. - Stay ahead of the curve on cutting-edge AI research (e.g., generative AI, video understanding, audio embeddings) and incorporate innovations into production systems. - Write clean, well-documented, and reusable code to support agile experimentation and long-term platform sustainability.Requirements : - Bachelors or Masters degree in Computer Science, Artificial Intelligence, Data Science, or a related field. - 5 to 8+ years of experience in AI/ML Engineering, with at least 3 years in applied deep learning.Technical Skills : - Languages : Expert in Python; good knowledge of R or Java is a plus. - ML/DL Frameworks : Proficient with PyTorch, TensorFlow, Scikit-learn, ONNX. - Computer Vision : Image classification, object detection, OCR, segmentation, tracking (YOLO, Detectron2, OpenCV, MediaPipe). - Audio AI : Speech recognition (ASR), sound classification, audio embedding models (Wav2Vec2, Whisper, etc. - Data Engineering : Strong with Pandas, NumPy, SQL, and preprocessing pipelines for structured and unstructured data.- NLP/LLMs : Working knowledge of Transformers, BERT/LLAMA, Hugging Face ecosystem is preferred. - Cloud & MLOps : Experience with AWS/GCP/Azure, MLFlow, SageMaker, Vertex AI, or Azure ML. - Deployment & Infrastructure : Experience with Docker, Kubernetes, REST APIs, serverless ML inference. - CI/CD & Version Control : Git, DVC, ML pipelines, Jenkins, Airflow, etc.Soft Skills & Competencies : - Strong analytical and systems thinking; able to break down business problems into ML components. - Excellent communication skills able to explain models, results, and decisions to non-technical stakeholders. - Proven ability to work cross-functionally with designers, engineers, product managers, and analysts. - Demonstrated bias for action, rapid experimentation, and iterative delivery of impact. (ref:hirist.tech)

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