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Senior Data Scientist
4 months ago
Company Introduction -
GKM IT is an outsourcing company specializing in product development and technical consulting.
We are consultants covering all aspects of product development - design, backend, frontend, mobile, digital, DevOps, etc. Our global presence can be found in Silicon Valley, Europe, Australia and India. The major domains we specialize in are - Fintech, Edutech, HealthCare, and Hospitality.
Responsibilities:
- Conducting extensive ML research and developing new ML use cases for products.
- Mentoring Junior data scientists and Interns to deliver data science projects
- Conducting Exploratory Data Analysis (EDA) on various datasets to identify trends and patterns
- Utilizing a wide range of Machine Learning and deep learning techniques to solve complex business problems
- Creating, maintaining, and scaling data pipelines to process large amounts of data
- Perform ad-hoc analyses of data stored in MySQL/Postgres databases and writes SQL scripts, stored procedures, functions, and views
- Deploying machine learning models and data pipelines to the cloud using various tools such as SageMaker, Flask, EC2, etc.
Skills:
- Proficient in Data Structures & Algorithms
- Advanced knowledge of Python and SQL
- In-depth understanding of Statistics & Probability concepts
- Expertise in Machine Learning and deep learning libraries such as Scikit-learn, Keras, Tensorflow, PyTorch, etc.
- Deep understanding of supervised and unsupervised ML algorithms like Logistic and Linear Regression, Gradient Descent, Decision Trees, SVM, Naive Bayes, Bagging & Boosting, K-Means Clustering, Hierarchical clustering, PCA, etc.
- Knowledge of deep learning concepts like Neural Networks, CNNs, RNNs, Backpropagation, Attention, Transformers, etc.
- Experience working with LLMs like LLAMA, GPT, etc.
- Experience with big data tools: Hadoop, Spark, Kafka, etc.
- Experience with AWS cloud services: EC2, EMR, Redshift, SageMaker
- Experience with Flask, and MLflow for deploying and tracking ML models.
- Knowledge of building LLMs applications with frameworks like Langchain/Llama-index is plus