Data Science

Curated Resources (25)

Tools (4)

• scikit-learn scikit-learn.orgfree

  A Python library featuring efficient tools for predictive data analysis, classification, regression, and clustering.

• Apache Spark spark.apache.orgfree

  A fast unified engine for large-scale data processing, distributed SQL analysis, and distributed machine learning.

• PyTorch pytorch.orgfree

  An open-source machine learning framework widely used in data science research for deep learning and neural network training.

• DBeaver dbeaver.iofree

  A universal database tool supporting SQL and NoSQL databases for querying, exploring, and managing data science datasets.

Databases (4)

• Kaggle Datasets kaggle.comfree

  A community platform hosting hundreds of thousands of public datasets, competition data, and exploratory analytical kernels.

• UCI Machine Learning Repository archive.ics.uci.edufree

  A prominent academic archive providing benchmark empirical datasets for evaluating predictive and classification algorithms.

• Data.gov data.govfree

  The official open government data portal of the United States providing open tabular and spatial datasets for public analysis.

• Hugging Face Datasets huggingface.cofree

  A repository of open-source datasets for language, vision, tabular, and multimodal data science tasks.

Learn (5)

• DataCamp datacamp.comfreemium

  An online learning platform specializing in data science, Python, R, machine learning, and interactive data analytics courses.

• fast.ai fast.aifree

  A research and educational organization providing free, practical courses on deep learning and applied data science.

• DeepLearning.AI deeplearning.aifreemium

  An AI and data education company founded by Andrew Ng offering courses and specializations in data science and machine learning.

• edX edx.orgfreemium

  A massive open online course provider featuring data science certificates and degree pathways from top global universities.

• AI and Data Scientist Roadmap (roadmap.sh) roadmap.shfree

  Interactive roadmap on data science and applied AI: topics laid out in a suggested study order, each linking to further reading.

Publications (4)

• Journal of Machine Learning Research jmlr.orgfree

  An open-access peer-reviewed journal publishing research on algorithms, statistical theory, and empirical data science.

• IEEE Transactions on Knowledge and Data Engineering ieeexplore.ieee.orgpaid

  A monthly peer-reviewed journal publishing research on database systems, data mining, and large-scale data engineering.

• ACM Transactions on Knowledge Discovery from Data (TKDD) dl.acm.orgfree

  A scholarly quarterly journal focusing on algorithms, applications, and theoretical foundations of data mining and discovery.

• SIAM Journal on Mathematics of Data Science (SIMODS) siam.orgpaid

  A peer-reviewed journal publishing mathematical, statistical, and computational research fundamental to data science.

Blogs and sites (4)

• Towards Data Science towardsdatascience.comfreemium

  An independent publication sharing tutorials, technical insights, and career advice from practicing data science professionals.

• KDnuggets kdnuggets.comfree

  A long-running industry blog covering data science, machine learning, artificial intelligence, and analytics developments.

• The Morning Paper blog.acolyer.orgfree

  An archival review blog by Adrian Colyer providing practitioner summaries of data systems and algorithmic research papers.

• Distill distill.pubfree

  An online publication dedicated to clear and interactive visual explanations of machine learning and statistical models.

Events and conferences (4)

• ACM SIGKDD kdd.orgpaid

  The premier international conference on knowledge discovery, data mining, and large-scale analytical data science.

• NeurIPS neurips.ccpaid

  A leading international annual gathering focused on neural information processing, statistical learning, and data science.

• ICML icml.ccpaid

  A flagship academic conference presenting major breakthroughs in computational learning, optimization, and data science.

• IEEE BigData bigdata.ieee.orgpaid

  An annual conference organized by IEEE presenting research across large-scale analytics, data engineering, and data science.

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