
Apps Associates
6 days ago
Key Responsibilities :
- Model Development : Design, implement, and train machine learning models using state-of-the-art algorithms and frameworks including TensorFlow, PyTorch, scikit-learn
- Data Preparation : Process, clean, and transform large datasets for training and evaluation of ML models.
- Feature Engineering : Identify and engineer relevant features to optimize model performance and accuracy.
- Algorithm Optimization : Research and implement advanced algorithms to address specific use cases, including classification, regression, clustering, and anomaly detection.
- Integration : Collaborate with software developers to integrate ML models into production systems and ensure seamless operation.
- Performance Evaluation : Evaluate model performance using appropriate metrics and continuously optimize for accuracy, efficiency, and scalability.
- MLOps : Assist in setting up and managing CI/CD pipelines for model deployment and monitoring in production environments.
- Research and Development : Stay updated with the latest advancements in Gen AI AI/ML technologies and propose innovative solutions.
- Collaboration : Work closely with data engineers, product teams, and stakeholders to understand requirements and deliver tailored ML :
Educational Background : Bachelor in Engineering in Computer Science, Data Science, Artificial Intelligence, or a related field.
Experience : 3 to 6 years of hands-on experience in developing and deploying machine learning models.
Technical Skills :
- Strong proficiency in Python and ML libraries/frameworks (e.g., scikit-learn, TensorFlow, PyTorch).
- Experience with data manipulation tools like Pandas, NumPy, and visualization libraries such as Matplotlib or Seaborn.
- Familiarity with big data frameworks (Hadoop, Spark) is a plus.
- Knowledge of SQL/NoSQL databases and data pipeline tools (e.g., Apache Airflow).
- Experience with cloud platforms (AWS, Azure, Google Cloud) and their Gen AI AI/ML services.
- Strong understanding of supervised and unsupervised learning, deep learning, and reinforcement learning.
- Exposure to MLOps practices and model deployment pipelines
(ref:hirist.tech)
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