Q
Quantiphi
Associate Architect - Machine Learning
Series A
Start-up
1001-5000 employees
7y - 12y
(Competitive pay)
Mumbai, Bengaluru/ Bangalore, Trivandrum
Natural Language Processing (NLP), Machine Learning (ML), Computer Vision, Deep Learning, Google Cloud Platform
Role
Company
Job Description
What you'll do :
- Ability to multitask and work on multiple engagements related to different domains
- Work in a highly collaborative and fast paced environment by interacting with the stakeholders and various IT teams within the company to facilitate the design and development of ML/AI solutions
- Responsible for the successful delivery of all allocated projects with respect to schedule, quality, and customer satisfaction
- Work with the pre-sales team on RFP, RFIs and help them solutioning for different AI/ML use cases
- Evaluate latest technologies, decide technical feasibility, and drive solution implementations
- Follow Agile standards and methodologies in all phases of the project and ensure excellence in delivery to customers
- Refine coding standards, software development guidelines, and best practices within the organization, and ensure adherence to those
- Mentor juniors within the organization, define and track their growth parameters
What makes you a great fit :
- Strong interpersonal and written skills with clear and precise communication
- Experience working in an Agile and competitive environment.
- Stakeholder interaction experience both within the organization and outside with clients
- Strong analytical and quantitative skill set with proven experience solving business problems across domains
- Very good with EDA, Hypothesis Testing, Feature Engineering
- Hands-on with Python/R programming and ML/Viz. libraries/frameworks like Scikit-Learn, Pandas, Matplotlib, Seaborn, D3.js, Tensorflow, Pytorch, Keras.
- Experience with ML algorithms such as Regression and Classification (Decision-trees, Random Forests, SVM, ANNs), Clustering (k-means, DBSCAN), Dimension Reduction (PCA, SVD), Ensemble techniques (XGBoost, CatBoost, LightGBM)
- Basic image enhancement techniques such contrast enhancement, blurring, histogram equalization, etc using OpenCV
- Experience with DL/CV techniques like CNNs, Faster RCNN, Mask RCNN, YOLO, SSD, Detectron2 for various use cases related to image such as Image Classification, Object Detection, Image Segmentation, etc
- Traditional NLP - Bag of words, tf-idf, Stemming, Lemmatization, Tokenization, POS tagging, Coreference Resolution, Dependency and Constituency Parsing, Named Entity Recognition
- NLP: NLU vs NLG, Vector Space modeling and text representation techniques in NLP, Knowledge/experience using RNNs, LSTMS, Sequence modeling and Attention mechanism, Transformers, BERT, GPT and their SOTA variants, Sequence modeling, Attention modeling, BERT, Transformers. Using the above-mentioned techniques for Text classification, Sentiment Analysis, Semantic similarity, Entity Extraction, Document summarization, NLI, Question-Answering, Machine Translation, etc.
- Forecasting modeling experience both on univariate and multivariate data using algorithms like Linear Regression, Neural Networks, Exponential Smoothing, Holt’s Winters, ARIMA, SARIMA, LSTM
- Identify appropriate objective functions, regularization techniques, performance metrics based on the use case and should be able to perform cross-validation, hyperparameter tuning, and error analysis.
All about us
Quantiphi
Quantiphi is an award-winning AI-first digital engineering company driven by the desire to reimagine and realize transformational opportunities at the heart of the business. Since its inception in 2013, Quantiphi has solved the toughest and most complex business problems by combining deep industry experience, disciplined cloud, and data-engineering practices, and cutting-edge artificial intelligence research to achieve accelerated and quantifiable business results.
Employee count
1001-5000 employees
Employment Type
Full Time Job
Company Type
Start-up
Headquarters
Marlborough, Massachusetts, United States
Our links
http://www.quantiphi.comPerks & facilities
5 day work week
Flexible work hours
Health care benefits
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