Responsibilities:
1. Solid analytical skill to identify the right AI/ML use case that helps create value.
2. Ownership of the problem statement and creating AI/ML based solve till deployment
3. Collect Data for the identified problem, identify patterns, inferences and hypothesis testing
4. Statistical modelling and validation of hypothesis.
5. Feature Engineering - Remove noise and choose elements of data that can be represented for model training.
6. Labelling and Annotation - Find innovative ways to annotate the data and ensure balancing of representation.
7. Algorithm - Choosing the right approach and algorithm if it’s a regression or classification or machine learning or deep learning or a heuristic one. Stronghold of descriptive, predictive and generative algorithms and when to choose which one for the solve.
8. Accuracy improvement & fine tuning - Ability to fine tune the algorithm by hyper parameters, matrix weights, transfer learning approach.
10. Maintain the model throughout its lifecycle. Adapting to latest releases and approach for the problem statement,
keep updating the training set.
11. Governance - Maintain the standard and limits of the algorithm so it doesn’t breach privacy, ethics and laws of the country in which it is deployed.
12. Cost of operations - Choose an optimal mix of compute, storage and model deployment so that cloud cost is optimal. Optimize operation like caching, avoid repetitive predicts, storage.
13. Mobility domain - Ability to deploy the models on edge devices with embedded support considering the memory and cost trade off.
Skills Required:
1. OS Platform: Linux, Ubuntu - Familiar with shell scripting.
2. Programming language: Python, Java, C++ - Familiar to modify the ML/DL algorithm available open source and build new algorithms using available open source frameworks. Build web based secure API layer for consumption. C++ familiarity for edge device deployment.
3. Tools - Python IDE, Jupyter Notebooks, Jenkins.
4. Deep learni
📌 Ml Engineer (Electronic City)
🏢 E3 Technologies
📍 Electronic City
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