Machine Learning Architect

1 week ago

Bengaluru, India ALSTOM Full time

Req ID:402318

Leading societies to a low carbon future, Alstom develops and markets mobility solutions that provide the sustainable foundations for the future of transportation. Our product portfolio ranges from high-speed trains, metros, monorail, and trams to integrated systems, customised services, infrastructure, signalling and digital mobility solutions. Joining us means joining a caring, responsible, and innovative company where more than 70,000 people lead the way to greener and smarter mobility, worldwide

**RESPONSIBILITIES**:

- Lead the end-to-end architecture and development of machine learning solutions for AI/ML/DL/NLP platforms.
- Deployment of machine learning algorithms into scalable REST API services.
- Architect and develop a highly scalable, distributed, multi-tenant set of micro-services backend solution.
- Lead and Assist team of Data scientists and ML engineers.
- Design and develop data-driven analysis, models and classification strategy for importing of text document, requirements, structured and non-structured data.
- Design models and pipeline for pre - processing of data and automatic classification based on Machine Learning /Artificial Intelligence models
- Identify, analyze and interpret trends and patterns in complex data to provide answers to Operational/service questions
- Present data and analysis in a clear and concise manner to allowing audience to quickly understand results and recommendations to make data-driven decisions
- Work with a performance-oriented team driven by ownership and open to experiments
- Work collaboratively with engineering and product development teams and cross-functional partners develop, execute, and maintain analytics.

**EDUCATION**:
B.Tech./ B.E./M.E./M.Tech./M.S. in Computer Science, Information Technology, EE, EEE,

**BEHAVIORAL COMPETENCIES**:

- Be Innovative and demonstrate to peers and implement in creation of code libraries, reusable codes, and model-based developments
- Analytical mind and business acumen and Problem-solving aptitude
- Demonstrate excellent communication skills and able to guide, influence and convince others in a matrix organization.
- Team Player.

**TECHNICAL COMPETENCIES & EXPERIENCE**:

- Proven experience as developer in AI/ML/NLP
- Experience in data mining, Text Mining, working and creating data architectures
- Experience in Microsoft Azure cloud platform
- Exposure to CI/CD, Devops ,Docker and Kubernetes
- Experience in MLOps for model deployments and monitoring
- Experience in building chatbots, Q & A bots
- Experience in using business intelligence tools (e.g. Tableau) /data frameworks (e.g. Hadoop)
- Strong mathematics skills (e.g. statistics, algebra, probability)
- Experience in cloud services e.g. PaaS and SaaS, Rest API, serverless functions
- Understanding of Compute Engines, VM, Containers is nice to have
- Experience working using Agile-based principles and tools
- Knowledge of Ontology is an asset

**SOFTWARE SKILLS**:

- 6-11 years of proven experience in developing and implementing common NLP/NLU frameworks and libraries including NLTK, Spacy, Stanford NLP, BERT, TFIDF, Wordnet,Word2vec,RASA,Glove.
- Should have proven experience in working with DL libraries like Tensorflow, Pytorch and Keras.
- Knowledge of Topic Modelling, Sentiment analysis, Summarization, Semantic analysis, Entity identification, OCR and Word Embedding Vectors and other machine learning / deep learning capabilities using unstructured text datasets.
- Experience with implementation/deployment of NLP pipeline
- Understanding and experience with leading supervised and unsupervised machine learning methods such as Regression, Neural Networks, Deep Learning, KNN, Naive Bayes, SVM, Decision Trees, Random Forest, Gradient Boosting, Ensemble methods, text mining,
- Must have strong development experience in Python and NLP, ML packages
- Experience in Computer Vision is a plus

**LANGUAGE & SKILLS**:

- Proficient in English language
- Good written and Verbal communication skills

Alstom is the leading company in the mobility sector, solving the most interesting challenges for tomorrow’s mobility. That’s why we value inquisitive and innovative people who are passionate about working together to reinvent mobility, making it smarter and more sustainable. Day after day, we are building an agile, inclusive and responsible culture, where a diverse group of people are offered opportunities to learn, grow and advance in their careers, with options across functions and geographic locations. Are you ready to join a truly international community of great people on a challenging journey with a tangible impact and purpose?

**Equal opportunity statement**:
Alstom is an equal opportunity employer committed to creating an inclusive working environment where all our employees are encouraged to reach their full potential, and individual differences are valued and respected. All qualified applicants are considered for employment without regard to

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