Job Description:
A) Overall:
- Strong trained knowledge in devising/enhancing machine learned (DL, NN) algorithms and data mining techniques for solving complex Big Data and enabling key business use cases through completion.
B) Machine Learning (Must have):
- Strong knowledge in ML algorithms such as Logistic Regression, Naive Bayes, Bayesian Network, Decision Tree, Neural Network, SVM, Boosting, K-Means, Ensembler Classifiers, Random Forest, convex optimization, transfer learning.
- Experience in frameworks such as Spark, Lucene or EMR to implement real-time ML systems
C) Data / AI Engineering (Must have):
- Hands-on expertise in scripting – Python, R.
D) AI / DL Frameworks
- Knowledge of atleast two frameworks AI / DL frameworks – Tensorflow, Keras, MxNet, Caffe. CNTK, Theano / Pytorch
- Hands-on usage of leading tools for productionizing DL solutions – AWS Sagemaker / Libraries (like Rekognition), Azure ML components (Studio etc.), H2O AI.
E) Should have deep understanding in at-least one of the following – Computer Vision, Speech Recognition and / or NLP.
E1 – Computer Vision:
- Experience with object detection, tracking, classification, recognition, scene understanding, facial expression analysis
- Sound background in one or more of Computer Vision like Scene Understanding, Recognition (Face, Iris, Finger, Gesture,) Image Processing – hands-on expertise
E2 – Speech Recognition:
- Should have good experience in speech technologies, ASR/TTS(Text to Speech).
- Exposure to speech technology tools like, HTK, Kaldi, Festival
- Knowledge in speech technologies (ASR or TTS) is required.
- Strong understanding of Machine Learning techniques especially deep learning
- Good Programming skills in C, Python & Shell scripting is desirable.
E3 – Natural Language Processing / Understanding / Generation
- Knowledge with some of the NLP problems, like intent detection, sentiment analysis, NER etc
- Strong understanding of Machine Learning techniques especially deep learning
- Good Programming skills in C, Python & Shell scripting is desirable.
Experience: 0-2 years