AI & ML Developer - Assistant Manager
☞ Sutherland Global Services Private Limited
View: 102
Update day: 06-05-2024
Location: Chennai Tamil Nadu
Category: IT - Software
Industry: IT Services & Consulting
Position: Software Developer
Job type: Full Time, Permanent
Experience: 3 - 8 years
Job content
AI & ML Developer - JD
Responsibilities
- Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
- Managing available resources such as hardware, data, and personnel so that deadlines are met
- Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability
- Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world
- Verifying data quality, and/or ensuring it via data cleaning
- Supervising the data acquisition process if more data is needed
- Finding available datasets online that could be used for training
- Defining validation strategies
- Defining the preprocessing or feature engineering to be done on a given dataset
- Defining data augmentation pipelines
- Training models and tuning their hyperparameters
- Analyzing the errors of the model and designing strategies to overcome them
- Deploying models to production
Skills
- Python programing
- Good knowledge in Word processing from content
- Reading text content and extracting into words.
- Must Experience in NLP, NLTK, TextBlob, stanfordnlp, argparse, numpy, pandas, sklearn, utils, dotenv etc. libraries.
- Experience in handling Json documents
- Experience in handling Web API
- Proficiency with a deep learning framework such as TensorFlow or Keras
- Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas
- Proficiency with OpenCV
- Familiarity with Linux
- Use the latest tools like Jupyter and Visual Studio Code, alongside frameworks like PyTorch Enterprise, TensorFlow, and Scikit-Learn.
- Strong experience with object-oriented/object function scripting languages: Python, Java, C++, Scala, C# etc,
- Ability to quickly prototype ideas and solve complex problems by adapting creative approaches,
- Experience working with distributed systems, service-oriented architectures and designing APIs,
- Strong knowledge of data pipeline and workflow management tools,
- Expertise in standard software engineering methodology, e.g. unit testing, test automation, continuous integration, code reviews, design documentation,
- Relevant working experience with Docker and Kubernetes is a big plus
Please Note : Need experienced candidates working/worked in word processing packages, libraries and content
Work Location : Chennai
Deadline: 20-06-2024
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