Bert (Mu-Chia) Lee Email & Phone Number
Who is Bert (Mu-Chia) Lee? Overview
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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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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.đ Currently Seeking:đĽDS/MLE roles starting May 2024đŻ Key ContributionsăUser Segmentation & TargetingăUnified 300M user profiles at Disney+, enhancing targeting accuracy.ăROI & Content AnalysisăImplemented Content ROI Measurement at Disney+, optimizing content strategy.ăEngagement & Product InnovationăLaunched Short-Form Feed at Disney+, increasing user engagement.ăPersonalization TechniquesăLed personalization projects across Disney+ and DBS Bank, including advanced recommendation systems, boosting revenue by 25.9%.ăData-Driven DecisionsăCrafted Attribution Models at Disney+, linking content engagement to financial returns.ăFraud DetectionăElevated fraud detection accuracy in financial transactions with advanced GNN.đť Programming & Software DevelopmentăCore Programming Languagesă: Python (including libraries such as Pandas, NumPy, Matplotlib, Seaborn, Sklearn, PyTorch), SQL.ăAdditional Languagesă: C++, Java, MATLAB, SAS, R.ăVersion Control & OSă: Git, Linux.ăCommand-Line Scriptingă: Shell scripting (Bash)đ Advanced Analytics & Machine LearningăPredictive Modeling & Machine Learning Techniquesă: Linear and Logistic Regression, Decision Trees, Random Forest, XGBoost, Ensemble Methods.ăClustering & Dimensionality Reductionă: K-Means, Hierarchical Clustering, ISODATA, PCA, t-SNE.ăNLP & LLMă: HMM, Word2Vec, RNN, GRU, LSTM, BERT, LLAMA, GPT.ăCVă: CNN, ResNet.ăReinforcement Learningă: Q-Learning, Deep Q-Networks (DQN).ăGraph Neural Networksă: GCN, GraphSage, GAT.đž Data Engineering & Big Data TechnologiesăBig Data Processing & Analysisă: PySpark, AWS EMR, EC2.ăData Pipeline & Workflow Automationă: AWS Data Pipeline, Apache Airflow.ăDatabase Management & Queryingă: SQL.đ§Ş Experiment Design & Causal InferenceăQuantitative Analysis & Testingă: AB Testing, Quasi-Experimental Design Methods.ăStatistical Modeling & Inferenceă: Probability Theory, Statistical Inference, Regression Analysis, ANOVA.đ Data Visualization & Business IntelligenceăVisualization Tools & Librariesă: Tableau, Power BI, Redash, matplotlib, seaborn, plotly, ggplot.đ Collaboration & AgilityCross-Functional Expertise: Worked with teams across India and Europe, leveraging Agile methods to drive efficiency and innovation.đ 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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Bert (Mu-Chia) Lee work experience
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Data Scientist (Sde Ii) - Disney+ Hotstar
âď¸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:â Created "Content Taste Clusters" using Matrix Factorization (ALS).
Data Analyst - Cbg Business Analytics
âď¸ 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.
Undergraduate Researcher
Multimedia Information Retrieval Lab - FinTech Group (Advisor: Jyh-Shing Jang)âď¸ 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.âď¸ Analyzing the correlation between optimistic rates, key information of daily.
Software Engineer Intern - Nlp
Improved the NLU system of smart speaker "OLAMI".âď¸ Improved the intention detection performance of smart speaker "OLAMI" by implementing an efficient text classification model using TF-IDF to calculate sentence similarities.âď¸ Enhanced the completeness of language corpus by web data crawling using Java's Seimicrawler.âď¸ Built a skip-gram word embedding.
Research Assistant
Research Assistant of Prof. Chung-Ying Lee at Dept. of Economicsâď¸ Created tables summarizing the data of 25,112 medical organizations in Taiwan using Python's libraries such as numpy, pandas.âď¸ Drew maps to visualize the regional competitiveness of medical organizations in Taiwan with QGIS.
Sports Columnist
âď¸ Wrote an article about overrating/underrating players' defensive impact in the game.âď¸ Wrote an article analyzing the causal relationship between joining National Teams during the off-season and the performance of players in the next season.âď¸ Translated English articles into Chinese.
Bert (Mu-Chia) Lee education
Master Of Science - Ms, Statistics And Data Science
Bachelor Of Science - Bs, Engineering Science
Frequently asked questions about Bert (Mu-Chia) Lee
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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?
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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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