Machine Learning Scientist

dp-world - Bangalore, Karnataka, India | 2025-01-08 13:00:13

KEY ACCOUNTABILITIES
  • Collaborate with cross-functional teams (e.g., data scientists, software engineers, product managers) to define ML problems and objectives.
  • Research, design, and implement machine learning algorithms and models (e.g., supervised, unsupervised, deep learning, reinforcement learning).
  • Analyse and preprocess large-scale datasets for training and evaluation.
  • Train, test, and optimize ML models for accuracy, scalability, and performance.
  • Deploy ML models in production using cloud platforms and/or MLOps best practices.
  • Monitor and evaluate model performance over time, ensuring reliability and robustness.
  • Document findings, methodologies, and results to share insights with stakeholders.

 

QUALIFICATIONS, EXPERIENCE AND SKILLS

  • Bachelor’s or Master’s degree in Computer Science, Data Science, Statistics, Mathematics, or a related field (graduation within the last 12 months or upcoming).
  • Proficiency in Python or a similar language, with experience in frameworks like TensorFlow, PyTorch, or Scikit-learn.
  • Strong foundation in linear algebra, probability, statistics, and optimization techniques.
  • Familiarity with machine learning algorithms (e.g., decision trees, SVMs, neural networks) and concepts like feature engineering, overfitting, and regularization.
  • Hands-on experience working with structured and unstructured data using tools like Pandas, SQL, or Spark.
  • Ability to think critically and apply your knowledge to solve complex ML problems.
  • Strong communication and collaboration skills to work effectively in diverse teams.

 

Additional Skills (Good to have)

  • Experience with cloud platforms (e.g., AWS, Azure, GCP) and MLOps tools (e.g., MLflow, Kubeflow).
  • Knowledge of distributed computing or big data technologies (e.g., Hadoop, Apache Spark).
  • Previous internships, academic research, or projects showcasing your ML skills.
  • Familiarity with deployment frameworks like Docker and Kubernetes.

 

 

#LI-MP1

 



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