Skills
Technical Skills
Programming Languages
Machine Learning
Supervised
Regression: Linear, SVR, Decision Tree
Classification: Logistic, SVM, DT, RF, XGBoost, AdaBoost, KNN, Naive Bayes
Unsupervised
K-Means Clustering
Principal Component Analysis (PCA)
IDE / Platforms
Deep Learning & NLP
ANN: Feedforward, MLP
CNN: Image Classification, Object Detection
Time Series: RNN, LSTM
NLP: Sentiment Analysis, Tokenization, Classification, Transformers
Visualization
Libraries & Frameworks
Statistical Analysis
Database & Big Data
Git Version Control
Cloud Platforms
Business Strategy / Management & Analytics Skills
Business Strategy & Product Thinking
Strategic Planning
Technology Strategy
AI Product Strategy
Business Model Analysis
Customer Success
Product Roadmapping
Project Management
Business Analytics & Decision Intelligence
Business Intelligence
Data-Driven Decision Making
KPI & Market Analysis
Performance Metrics
Forecasting & Trend Analysis
Business Insights Generation
Business Communication & Stakeholder Management
Stakeholder Communication
Business Requirement Analysis
Cross-Functional Collaboration
Data Storytelling
Presentation of Insights