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Languages
→ Python
→ R
→ SQL
→ Bash
→ JavaScript
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Machine Learning and Deep Learning
→ Regression and Tree Models
→ Neural Networks
→ NLP (spaCy, NLTK, Hugging Face)
→ sklearn, pandas, numpy, pyspark
→ Time Series Forecasting
→ Ensemble Methods (Boosting, Bagging)
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Tools
→ VSCode
→ Jupyter Notebook
→ Colab and Anaconda
→ Docker
→ Git/GitHub
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BI Tools
→ Power BI
→ Tableau
→ Excel (Advanced)
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Databases
→ PostgreSQL
→ MySQL
→ MongoDB
→ BigQuery
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Cloud Platforms
→ Azure (Databricks, ML Studio)
→ GCP (Vertex AI, BigQuery)
→ AWS (Lambda, S3, RDS)
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MLOps/DevOps
→ Airflow
→ Jenkins
→ MLflow
→ CI/CD Pipelines
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Data Science Techniques
→ Data Cleaning and Preprocessing
→ Feature Engineering and Selection
→ Data Quality Validation
→ Model Evaluation and Tuning