Flippedai Hiring for Machine Learning Engineer at Bangalore Full Time

As part of an ambitious India-wide program, you will help create unique, high-quality open-source speech and text datasets spanning every district to accelerate the state-of-the-art in NLP (Natural Language Processing).

You will be part of the quality program, working closely with leading NLP researchers.

ROLES AND RESPONSIBILITIES:

An MLE will be responsible for building robust machine learning solutions in collaboration with dedicated software engineers.

Responsibilities:

• Data preparation: building scripts for the preprocessing of a large amount of data.
• Training models: Model building with different ASR toolkits such as Kaldi, ESPnet, SpeechBrain etc
• Research: Implementing and experimenting for research on ASR/Signal Representation and assessment.
• MLOps: Deployment of trained ASR models

Early-stage of proof of concept (PoC)

• Setup and structure code bases that support an interactive ML experimentation process, as well as quick initial deployments
• Develop and maintain toolsets and processes for ensuring the reproducibility of results
• Code reviews with other technical team members at various stages of the PoC
• Develop, extend, adopt a reliable, colab-like environment for ML

Late PoC

• Develop ETL pipelines. Setup and maintain feature stores, databases, and data catalogs. Develop and support model metrics
• Responsibilities during production deployment
• Develop and support A/B testing. Set up continuous integration and development (CI/CD) processes and pipelines for models
• Develop and support continuous model monitoring
• Define and publish service-level agreements (SLAs) for model serving. Such agreements include model latency, throughput, and reliability
• L1/L2/L3 support for model debugging
• Develop and support model serving environments
• Model compression and distillation

Requirements:

Candidates should possess a strong knowledge of ML/AI concepts, and expert-level knowledge of how those concepts can be applied.

Qualification/requirements:

• Experience 1-3 Years
• (Essential)Bachelor’s in Computer science/ Electrical engineering or related degrees
• (Essential)Have worked on deep learning previously with PyTorch/TensorFlow
• (Essential) Proficient in Matlab and/or Python and/or Bash scripting
• (Preferred)Coursework done in linear algebra, probability, signal processing, machine learning etc
• (Preferred)Familiar with speech processing
• (Preferred)Familiar with basics of Natural language processing and language modelling
• (Preferred)Experience with deep learning on speech tasks
• (Preferred)Experience with deploying deep learning models

Job Type: Full-time

Salary: ₹800,000.00 – ₹1,200,000.00 per year

Schedule:

• Day shift

Ability to commute/relocate:

• Bengaluru – 560012, Karnataka: Reliably commute or planning to relocate before starting work (Preferred)

Experience:

• Signal processing: 1 year (Required)
• total work: 2 years (Required)
• Machine Lear and Deep Learning: 2 years (Required)
• speech Recognition: 1 year (Required)