A Bajwa

A Bajwa

Machine Learning Principle Software Engineer
United States of America

نبذة عني

Expert Data Scientist & Machine Learning Engineer with a comprehensive background in designing, developing, and deploying machine learning models and big data solutions. Proficient in a range of programming and scripting…

الخبرة

Principal Software Engineer

Emblem Technologies
Nov 2020 - حتى الآن · 5 سنوات 11 أشهر

<p>Developed AI chatbots using Transformers like BERT and GPT-3<br>
Implemented sentiment analysis models to gauge user satisfaction during bot interactions<br>
Designed conversational flows using RNNs and LSTM networks, ensuring natural language interactions<br>
Utilized TensorFlow and Keras for rapid prototyping and deployment of chatbot models<br>
Incorporated Continuous Learning mechanisms, allowing bots to evolve based on user interactions<br>
Built analytics dashboards visualizing chatbot performance metrics using Seaborn and Matplotlib<br>
Partnered with UX/UI teams to seamlessly embed chatbots on various client websites<br>
Managed chatbot deployment on AWS Lambda, ensuring scalable performance during peak traffic<br>
Designed an adaptive learning algorithm using Reinforcement Learning, personalizing course paths for students<br>
Integrated deep learning techniques like CNNs to automatically grade assignments and quizzes</p>

Principal Software Engineer

Emblem Technologies
Nov 2020 - حتى الآن · 5 سنوات 11 أشهر

Developed AI chatbots using Transformers like
BERT and GPT-3
Implemented sentiment analysis models to gauge
user satisfaction during bot interactions.
Designed conversational flows using RNNs and
LSTM networks, ensuring natural language
interactions.
Utilized TensorFlow and Keras for rapid
prototyping and deployment of chatbot models.
Incorporated Continuous Learning mechanisms,
allowing bots to evolve based on user
interactions.
Built analytics dashboards visualizing chatbot
performance metrics using Seaborn and
Matplotlib.
Partnered with UX/UI teams to seamlessly embed
chatbots on various client websites.
Managed chatbot deployment on AWS Lambda,ensuring scalable performance during peak
traffic.
Designed an adaptive learning algorithm using
Reinforcement Learning, personalizing course
paths for students.
Integrated deep learning techniques like CNNs to
automatically grade assignments and quizzes.

Machine Learning Manager

Devbatch
Jun 2017 - Oct 2020 · 3 سنوات 4 أشهر

<p>Engineered a personalized recommendation system using CNNs and LSTM networks<br>
Developed an AI-powered pricing strategy tool using XGBoost and LightGBM<br>
Built real-time chatbots using Natural Language Processing (NLP) to assist users in navigating the marketplace<br>
Integrated Apache Kafka to stream massive user clickstreams, enabling real-time analytics and A/B testing<br>
Designed a robust database infrastructure using PostgreSQL and MongoDB to manage millions of product listings and user profiles<br>
Leveraged AWS SageMaker to deploy machine learning models at scale, ensuring real-time personalization<br>
Optimized search engine results using advanced SEO techniques and reinforcement learning<br>
Led the design of interactive dashboards in Tableau, assisting businesses in visualizing multi-dimensional KPIs<br>
Developed anomaly detection models using Autoencoders to identify discrepancies in business data<br>
Leveraged tools like LIME and SHAP to explain complex machine learning predictions to stakeholders<br>
Architected data processing pipelines using Apache Spark, handling terabytes of data for real-time BI reports<br>
Built custom R scripts to automate statistical analyses for various client datasets<br>
Collaborated with cross-functional teams to align business goals with data-driven insights<br>
Designed and managed an efficient ETL process, integrating data from diverse sources into the centralized BI platform<br>
Optimized SQL queries and ensured high data availability by managing storage on Google Cloud Storage</p>

Associate Machine Learning Developer

Mindstorm Studios
Oct 2014 - May 2017 · 2 سنوات 7 أشهر

<p>Engineered sustainability prediction models using PyTorch to project environmental impacts of various activities<br>
Visualized global sustainability metrics using Plotly, enabling stakeholders to track progress<br>
Designed NLP models to analyze and categorize public feedback on environmental initiatives<br>
Collaborated with NGOs, leveraging data analytics to optimize resource allocation in sustainability projects<br>
Built and maintained SQL databases storing detailed environmental impact studies<br>
Leveraged Microsoft Azure Machine Learning to run and deploy large-scale simulations<br>
Developed mobile applications to promote sustainable habits, integrating real-time data feeds and insights<br>
Conducted workshops, disseminating data-driven insights on sustainability to communities<br>
Implemented a job recommendation engine using Deep Q Networks (DQN), personalizing job listings for users<br>
Analyzed user resume and job descriptions using advanced NLP techniques, matching candidates with optimal roles<br>
Leveraged Apache Kafka to stream real-time job postings, ensuring timely updates for job seekers<br>
Created dynamic visualization dashboards, assisting recruiters in tracking applicant progress and metrics<br>
Developed an AI-driven interview chatbot, simulating real interview scenarios for candidate practice<br>
Managed a cloud-based infrastructure on Google Cloud Platform, handling millions of job postings and user profiles</p>

المهارات

هندسة البرمجيات تصميم النظام هندسة الأنظمة الأنظمة الموزعة دوكر جو جينكنز Python Java C++ Scala TensorFlow Keras PyTorch scikit-learn XGBoost LightGBM Caffe Theano Convolutional Neural Networks (CNNs) Recurrent Neural Networks (RNNs) Long Short-Term Memory (LSTM) networks Transformers (e.g. BERT GPT-2/3) Generative Adversarial Networks (GANs) Autoencoders SpaCy NLTK Gensim HuggingFace's Transformers Q-learning Deep Q Networks (DQN) Policy Gradient Methods Proximal Policy Optimization (PPO) ARIMA Prophet LSTM for time series LIME SHAP ELI5 Pandas NumPy Dask Matplotlib Seaborn Plotly Tableau Apache Spark (with MLlib) Apache Hadoop Apache Kafka SQL databases (e.g. MySQL PostgreSQL) NOSQL databases (e.g. MongoDB Cassandra) Cloud storage solutions (e.g. AWS S3 Google Cloud Storage) AWS (e.g. SageMaker EC2 Lambda) Google Cloud Platform (e.g. AI Platform Compute Engine) Microsoft Azure (e.g. Azure Machine Learning) Kubernetes
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