Experience: 3+ years
Location: PAN India
Mandatory Skills: Python, MLAI, Deep Learning, NLP, NER packages, Semantic modelling, Elastic
Search or Apache Solr
- Ability to design and develop machine learning and deep learning systems
- Running machine learning tests and experiments.
- Implementing appropriate ML algorithms.
- Ability to plan, execute, measure results and drive improvement on a continuing basis;
- Managing available resources such as hardware, data and personnel so that deadlines are met
- Strategic thinking and ability to communicate on every level;
- Collaborate with team to brainstorm and share ideas to solve business problems.
- Mentor junior and mid-level engineers;
- Work collaboratively with team members and others stakeholders to achieve goals;
- Passionate about AI and stay up-to-date with the latest development in the field.
- Hands on experience in consuming NumPy, Pandas and their features.
- Effective visualization the text data and make inferences based on that, should also come up with appropriate data cleansing technique. (Hands on NLP libraries and Regex is must).
- Using effective text representation techniques to transform natural language into useful feature. (Hands on using pretrained model and creating custom model is must)
- Training, evaluating and explaining the models (Able to develop ML and DL model for document classification, document clustering, sentiment analysis etc..)
- Hands experience in using NLP libraries or custom model to identify entities and relationship between entities. (Must know Spacy, NLTK, Stanford core NLP and deep learning model)
- Experience in establishing semantic relationship and similarity between documents. (Hands on word embedding and tools like Solr , Elastic search)
- Working knowledge and implementation of algorithm (like LDA, LSI) to extract keywords from document. (Hands on using Genism, graph based and deep learning model)
- Experience in developing model using ANN, RNN, Attention mechanism. Able to explain all the attributes, parameters involved along with pros and cons.
- Experience in Computer vision and image data processing.
- Hands on in utilizing transfer learning concepts both in NLP and Computer Vision field.
- 3+ years in ML and related technologies;
- Experience with Python is must.
- Knowledge of Agile development or other development methodology;
- A College or University degree in computer science or the equivalent.
Good to Have:
- Experience in using Google cloud platform or Azure ML platform.
- Experience in using knowledge graph and advance DL model like BERT and XLNET.
- Experience with SQL/NoSQL databases.
Required Soft Skills:
- Demonstrate drive, determination, enthusiasm, and an ability to work effectively as a team member;
- Exhibit ability to solve problems efficiently;
- Should be dedicated, self-disciplined, proactive, follow deadlines and able to work independently;
- Should have good analytical, communication and interpersonal skills.