Data Science Projects

Data Science combines programming, data analysis, machine learning, and cloud computing to extract insights. Below are the key technologies used in Data Science projects.

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Technologies

Programming Languages

Python
R
SQL
Julia

Data Manipulation

Pandas
NumPy
Dask
Polars

Data Visualization

Matplotlib
Seaborn
Plotly
Tableau,
Power BI

Machine Learning

Scikit-learn
TensorFlow
PyTorch
XGBoost,
LightGBM

Deep Learning

TensorFlow
Keras
PyTorch
Theano

Big Data & Processing

Apache Spark
Hadoop
Dask
Kafka

Databases

MySQL
PostgreSQL
MongoDB
Cassandra
Redis

Cloud Computing

AWS (S3, EC2, SageMaker),
Google Cloud,
Azure A

MLOps & Deployment

MLflow
Docker,
Kubernetes
FastAPI,
Flask

NLP (Natural Language Processing)

NLTK
SpaCy,
Transformers (Hugging Face)

Computer Vision

OpenCV,
TensorFlow
PyTorch
Detectron2

AutoML

NLTK
SpaCy,
Transformers (Hugging Face)

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