Technical Skills

Programming Languages

Python / R / Java / SQL / SAS

DataBase

MySQL / MongoDB / Elasticsearch / Neo4j

Machine Learning Frameworks

PyTorch / TensorFlow / Keras / Scikit-learn

Big Data Technology

Hadoop / Hive / Spark

Data Visualization

Tableau / PowerBI / Matplotlib/ ggplot2

Developer Tools

Git / Docker / AWS / Linux / Bash

Machine learning Applicaiton

• Churn Prediction Model
• Credit Risk Modeling
• Price and Volume Forcasting
• Recommendation system
• Natural Language Processing (NLP)
• Image Classification
• Feature Selection/Engineering

Statistical Analysis

• Hypothesis Testing
• Regression Analysis
• Multivariate Analysis
• Time Series Analysis
• Probabilistic Graphical Model (PGM)
• Experimental Design and A/B Testing

Machine Learning/Deep Learning

Supervised Learning

• K-Nearest Neighbors (KNN)
• Support Vector Machines
• Decision Trees
• Random Forest
• XGBoost / LightGBM

Unsupervised Learning

• K-Means Clustering
• Hierarchical Clustering
• Principal Component Analysis (PCA)
• Latent Dirichlet allocation (LDA)

Convolutional Neural Networks (CNN)
Graph Neural Network (GNN)

Natural Language Processing (NLP)

• Text Processing
• Sentiment Analysis
• Topic Modeling