Principal Ml/nlp Data Scientist Resume
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DallaS
SUMMARY:
- Machine Learning and NLP professional with excellent Big Data analytics, Business & IT knowledge & experience
- Data Science Leader - managing a team of analytics professionals from diverse backgrounds with deep quantitative skills
- Experience practicing Data Science, Business Intelligence, Predictive Analytics and Statistical Analysis
- Demonstrated ability in adapting to different business models in a rapidly changing environment
- Excellent communicator with great ability to explain highly technical issues to non-technical as well as Executive Management
Technical Expertise
- Classical ML/NLP models: Regression & classification models tree & ensemble methods (Random Forests, Gradient Boosting) and kernel methods (SVM)
- NLP: Use NLTK, Word2Vec, SpaCy, Gensim for CBOW, skip-grams, tf-idtf, LDA, or RNN LSTMs for NLP models for Entity Recog, Parts of speech, doc similarity, topic modelling, sentiment analysis, recommender & dialog systems
- Image/object recognition using deep learning neural nets: (RNN,CNN,DNN,UNet/VNet), transfer learning
- Google Cloud Platforms ML suite:, Vision API, Video Intelligence, Text-to-Speech, NLP API, Translation, AutoML, Dataflow, Dataproc
- Extract data/work with: SQL and NoSQL, HDFS/Hadoop/MapReduce, Spark
- Python, TensorFlow,, Keras, Scikit-learn, Pytorch, C/C++, Matlab, Linux
- Data visualization tools: matplotlib, seaborn, ggplot, bokeh, plotty
- US Patent #6978133 software algorithm for telecom network messaging solution with Lucent/Bell Labs
PROFESSIONAL EXPERIENCE:
Confidential, Dallas
Principal ML/NLP Data Scientist
- Perform end to end ML/NLP service and product development to deliver production level ML platforms, systems, and models to clients in financial institutions, insurance, medical, telecom and energy/utilities
- Lead and direct technical team, providing SME support, assessing technical approach, database access, data cleaning, data analytics, feature creation, model selection & ensemble, performance metrics & visualization
- Implement ML/NLP solutions for clients including models for process optimization, image detection, anomaly detection, automation/pre-emption, recommender systems, fraud detection, text/sentiment analysis, dialog systems
- Design, embed/train NLP models for text, speech, natural language using NLTK, Word2Vec, SpaCy, Gensim for CBOW, skip-grams, tf-idtf, LDA, HMM or RNN LSTMs
- Developed ML/NLP pipelines of large data sets, both structured & unstructured; Statistical modeling in Big Data architecture with strong understanding and proficiency of predictive modeling techniques.
- Designed, trained, validated end to end ML models & pipelines for image, video, timeseries, seq2seq using Tensorflow, Keras, Pytorch to setup deep CNN, RNNs/LSTM/GRUs.
- Ingested Big Data datasets from RDBMS & Hadoop ecosystems.
- Performed data assessment, exploratory analyses, requirements capture (RFP/RFI).
Confidential
Technical Project Director
- Recruited, developed and managed a team of 75 technical and project management resources for design, implementation, rollout of a new country wide GSM network
- Delivered a managed services framework to operate the commercially launched GSM network & IT systems . Maintained all network & customer service KPIs
Confidential
Product Manager - Prepaid Software Application
- Managed a $55M/year prepaid billing software product deployed in telecom service provider’s networks worldwide with a customer base of 45+ million active users within Verizon, Vodafone, Telecom Italia, Telecom NZ
- Managed, directed, prioritized and budgeted new feature development by Lucent China & UK software development team.
- Responsible for managing all aspects of product portfolio, and ensuring profitable revenue growth in Lucent’s Europe & Latin America customers
Confidential
Product Line Manager/Principal Software Designer
- Set standards and best practices to keep code in line with customer requirements
- As lead designer, successfully re-architect code achieving 15% execution efficiency.
- Code group head & instructor for GSM route translation & signaling software
- Expert coding in OOP language Protel (Pascal based) C,C++, Unix/Linux
