I am a graduate student at CMU, also an aspiring AI engineer equipped with strong hands-on skills in developing and deploying ML solutions, optimizing model performance, handling large datasets, and leading impactful projects. I am passionate about staying on top of the latest advancements in the field to deliver innovative AI engineering solutions.- Proficient Python Coder: Developed multiple end-to-end machine learning systems leveraging Python at L'Oréal and Ping An. Used Python for rapid prototyping and building production-ready ML pipelines.- Skilled Model Tuner: Improved model performance substantially through techniques like knowledge distillation and transfer learning during my internship at Ping An. Distilled bulky models into lightweight versions without losing accuracy.- Effective Data Wrangler: Architected distributed big data pipelines to process large datasets efficiently at XJTLU. Designed data flows using Spark, SQL and other tools to enable scalable data processing.- Cloud-Savvy: Built and deployed machine learning models at scale using AWS services including SageMaker, EC2 and others. Operationalized models seamlessly on the cloud.- Strong Leader: Spearheaded high-impact projects at XJTLU including decreasing data footprint by 63% and increasing model accuracy by 6% through techniques like adversarial validation.- Eager Learner: Continuously stay updated on latest machine learning advancements like Transformers, adversarial methods and other emerging techniques.
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Data ScientistL'Oréal Jan 2023 - Mar 2023Shanghai, China* Developed skin segmentation pipeline on AWS.* Managed models and experiments with DVC and mlflow.* Improved segmentation with discriminator and shape priors. -
Machine Learning EngineerPing An Technology Jun 2022 - Sep 2022Pudong, Shanghai, China* Monitored ETL health in Splunk dashboard.* Preprocessed transaction records with SQL.* Fine-tuned FinBERT for sentiment analysis.* Improved inference speed with knowledge distillation. -
Student Research AssistantXi'An Jiaotong-Liverpool University Apr 2022 - Jul 2022Suzhou, Jiangsu, China* Reduced streaming data size with pyspark on AWS.* Improved model accuracy with adversarial validation.
Heng Li Education Details
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Artificial Intelligent Engineering -
Financial Mathematics
Frequently Asked Questions about Heng Li
What is Heng Li's role at the current company?
Heng Li's current role is MLE & DS | MS in Artificial Intelligent Engineering @ CMU CTI | Looking for internships in Data and Machine Learning at 24 Summer..
What schools did Heng Li attend?
Heng Li attended Carnegie Mellon University, Xi'an Jiaotong-Liverpool University, 英国利物浦大学.
Not the Heng Li you were looking for?
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2cornell.edu, caltech.edu
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Heng Li
Associate Professor Of Biomedical Informatics At Dana-Farber And Harvard UniversityBoston, Ma3broadinstitute.org, sanger.ac.uk, broadinstitute.org -
4twilio.com, gmail.com, symantec.com, servicenow.com
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