Bert (Mu-Chia) Lee
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Bert (Mu-Chia) Lee Email & Phone Number

DS @Warner Bros. Discovery | Yale MSDS '24 | Machine Learning | Big Data | Business/Content Analytics | NLP/LLM at Warner Bros. Discovery
Location: New York, New York, United States 7 work roles 2 schools
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DS @Warner Bros. Discovery | Yale MSDS '24 | Machine Learning | Big Data | Business/Content Analytics | NLP/LLM
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New York, New York, United States

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Bert (Mu-Chia) Lee is listed as DS @Warner Bros. Discovery | Yale MSDS '24 | Machine Learning | Big Data | Business/Content Analytics | NLP/LLM at Warner Bros. Discovery, based in New York, New York, United States. AeroLeads shows a matched LinkedIn profile for Bert (Mu-Chia) Lee.

Bert (Mu-Chia) Lee previously worked as Data Scientist II at Warner Bros. Discovery and Data Scientist (SDE II) - Disney+ Hotstar at The Walt Disney Company. Bert (Mu-Chia) Lee holds Master Of Science - Ms, Statistics And Data Science from Yale University.

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Warner Bros. Discovery

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About Bert (Mu-Chia) Lee

Hi there! I'm Bert, a Data Scientist with nearly 3 years of full-time experience and currently a Master's candidate in Statistics & Data Science at Yale University.🔗 Currently Seeking:🔥DS/MLE roles starting May 2024🎯 Key Contributions【User Segmentation & Targeting】Unified 300M user profiles at Disney+, enhancing targeting accuracy.【ROI & Content Analysis】Implemented Content ROI Measurement at Disney+, optimizing content strategy.【Engagement & Product Innovation】Launched Short-Form Feed at Disney+, increasing user engagement.【Personalization Techniques】Led personalization projects across Disney+ and DBS Bank, including advanced recommendation systems, boosting revenue by 25.9%.【Data-Driven Decisions】Crafted Attribution Models at Disney+, linking content engagement to financial returns.【Fraud Detection】Elevated fraud detection accuracy in financial transactions with advanced GNN.💻 Programming & Software Development【Core Programming Languages】: Python (including libraries such as Pandas, NumPy, Matplotlib, Seaborn, Sklearn, PyTorch), SQL.【Additional Languages】: C++, Java, MATLAB, SAS, R.【Version Control & OS】: Git, Linux.【Command-Line Scripting】: Shell scripting (Bash)📊 Advanced Analytics & Machine Learning【Predictive Modeling & Machine Learning Techniques】: Linear and Logistic Regression, Decision Trees, Random Forest, XGBoost, Ensemble Methods.【Clustering & Dimensionality Reduction】: K-Means, Hierarchical Clustering, ISODATA, PCA, t-SNE.【NLP & LLM】: HMM, Word2Vec, RNN, GRU, LSTM, BERT, LLAMA, GPT.【CV】: CNN, ResNet.【Reinforcement Learning】: Q-Learning, Deep Q-Networks (DQN).【Graph Neural Networks】: GCN, GraphSage, GAT.💾 Data Engineering & Big Data Technologies【Big Data Processing & Analysis】: PySpark, AWS EMR, EC2.【Data Pipeline & Workflow Automation】: AWS Data Pipeline, Apache Airflow.【Database Management & Querying】: SQL.🧪 Experiment Design & Causal Inference【Quantitative Analysis & Testing】: AB Testing, Quasi-Experimental Design Methods.【Statistical Modeling & Inference】: Probability Theory, Statistical Inference, Regression Analysis, ANOVA.📈 Data Visualization & Business Intelligence【Visualization Tools & Libraries】: Tableau, Power BI, Redash, matplotlib, seaborn, plotly, ggplot.🌐 Collaboration & AgilityCross-Functional Expertise: Worked with teams across India and Europe, leveraging Agile methods to drive efficiency and innovation.📍 Location:Based in New Haven, CT, and open to relocation.I'm open to opportunities, collaborations, or chats about data science and technology. Feel free to connect!

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Warner Bros. Discovery
Warner Bros. Discovery
DS @Warner Bros. Discovery | Yale MSDS '24 | Machine Learning | Big Data | Business/Content Analytics | NLP/LLM
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7 roles

Bert (Mu-Chia) Lee work experience

A career timeline built from the work history available for this profile.

Data Scientist (Sde Ii) - Disney+ Hotstar

Burbank, CA, US

☑️Established "Unified User Segmentation" for all AVOD and SVOD users (~ 300 million) across all teams in the company, including Marketing, Partnerships, and Growth teams. This initiative aimed to facilitate business communication and improve user targeting in campaigns. Key achievements:①Created "Content Taste Clusters" using Matrix Factorization (ALS).

Nov 2021 - Jun 2023

Data Analyst - Cbg Business Analytics

Singapore, SG

☑️ Built "RM-Customer Reshuffle Model" for over 40K treasury customers of all 34 branches in Taiwan, leading to a 25.9% growth of daily investment revenue in the first month of deployment. Implemented a recommendation system integrating content-based filtering, propensity scores, and decision trees to optimize RM-Customer pairings, aligning RM rewards with.

Jul 2020 - Apr 2021

Undergraduate Researcher

Taipei, Northern Taiwan, TW

Multimedia Information Retrieval Lab - FinTech Group (Advisor: Jyh-Shing Jang)☑️ Implemented Google's neural network language model - BERT - in a 2-stage stock prediction model using Chinese financial news articles, resulting in a 65.0% directional accuracy in 4,421 sentences.☑️ Analyzing the correlation between optimistic rates, key information of daily.

Sep 2019 - Jan 2020

Software Engineer Intern - Nlp

New Taipei City, Taipei, TW

Improved the NLU system of smart speaker "OLAMI".☑️ Improved the intention detection performance of smart speaker "OLAMI" by implementing an efficient text classification model using TF-IDF to calculate sentence similarities.☑️ Enhanced the completeness of language corpus by web data crawling using Java's Seimicrawler.☑️ Built a skip-gram word embedding.

Jun 2019 - Aug 2019

Research Assistant

Taipei, Northern Taiwan, TW

Research Assistant of Prof. Chung-Ying Lee at Dept. of Economics☑️ Created tables summarizing the data of 25,112 medical organizations in Taiwan using Python's libraries such as numpy, pandas.☑️ Drew maps to visualize the regional competitiveness of medical organizations in Taiwan with QGIS.

Jan 2019 - Jun 2019

Sports Columnist

Hoop Taiwan Magazine

☑️ Wrote an article about overrating/underrating players' defensive impact in the game.☑️ Wrote an article analyzing the causal relationship between joining National Teams during the off-season and the performance of players in the next season.☑️ Translated English articles into Chinese.

Jul 2016 - Sep 2016
2 education records

Bert (Mu-Chia) Lee education

Master Of Science - Ms, Statistics And Data Science

Yale University

Bachelor Of Science - Bs, Engineering Science

National Taiwan University
FAQ

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What company does Bert (Mu-Chia) Lee work for?

Bert (Mu-Chia) Lee works for Warner Bros. Discovery.

What is Bert (Mu-Chia) Lee's role at Warner Bros. Discovery?

Bert (Mu-Chia) Lee is listed as DS @Warner Bros. Discovery | Yale MSDS '24 | Machine Learning | Big Data | Business/Content Analytics | NLP/LLM at Warner Bros. Discovery.

Where is Bert (Mu-Chia) Lee based?

Bert (Mu-Chia) Lee is based in New York, New York, United States while working with Warner Bros. Discovery.

What companies has Bert (Mu-Chia) Lee worked for?

Bert (Mu-Chia) Lee has worked for Warner Bros. Discovery, The Walt Disney Company, Dbs Bank, National Taiwan University, and Via Technologies, Inc..

How can I contact Bert (Mu-Chia) Lee?

You can use AeroLeads to view verified contact signals for Bert (Mu-Chia) Lee at Warner Bros. Discovery, including work email, phone, and LinkedIn data when available.

What schools did Bert (Mu-Chia) Lee attend?

Bert (Mu-Chia) Lee holds Master Of Science - Ms, Statistics And Data Science from Yale University.

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