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2. Data Version Control (software) - Wikipedia

   en.wikipedia.org/wiki/Data_Version_Control...

   DVC is a free and open-source, platform-agnostic version system for data, machine learning models, and experiments. [1] It is designed to make ML models shareable, experiments reproducible, [2] and to track versions of models, data, and pipelines. [3] [4] [5] DVC works on top of Git repositories [6] and cloud storage. [7]

3. List of statistical software - Wikipedia

   en.wikipedia.org/wiki/List_of_statistical_software

   Pandas – High-performance computing (HPC) data structures and data analysis tools for Python in Python and Cython (statsmodels, scikit-learn) Perl Data Language – Scientific computing with Perl; Ploticus – software for generating a variety of graphs from raw data; PSPP – A free software alternative to IBM SPSS Statistics

4. Feature engineering - Wikipedia

   en.wikipedia.org/wiki/Feature_engineering

   Feature engineering in machine learning and statistical modeling involves selecting, creating, transforming, and extracting data features. Key components include feature creation from existing data, transforming and imputing missing or invalid features, reducing data dimensionality through methods like Principal Components Analysis (PCA), Independent Component Analysis (ICA), and Linear ...

5. Analytics - Wikipedia

   en.wikipedia.org/wiki/Analytics

   Analytics is the systematic computational analysis of data or statistics. [1] It is used for the discovery, interpretation, and communication of meaningful patterns in data, which also falls under and directly relates to the umbrella term, data science. [2] Analytics also entails applying data patterns toward effective decision-making.

6. Vidya Academy of Science and Technology, Thrissur - Wikipedia

   en.wikipedia.org/wiki/Vidya_Academy_of_Science...

   Vidya Academy of Science and Technology (VAST) is a private self-financing engineering college in Thrissur District in Kerala.The college offers a degree in Bachelor of Technology and courses in six branches of engineering - Artificial Intelligence and Machine Learning, Civil, Computer Science, Electrical and Electronics, Electronics and Communication, Mechanical Engineering.

7. Python (programming language) - Wikipedia

   en.wikipedia.org/wiki/Python_(programming_language)

   Python is a high-level, general-purpose programming language. Its design philosophy emphasizes code readability with the use of significant indentation. [33] Python is dynamically type-checked and garbage-collected. It supports multiple programming paradigms, including structured (particularly procedural), object-oriented and functional ...

8. Anaconda (Python distribution) - Wikipedia

   en.wikipedia.org/wiki/Anaconda_(Python_distribution)

   Anaconda is a distribution of the Python and R programming languages for scientific computing (data science, machine learning applications, large-scale data processing, predictive analytics, etc.), that aims to simplify package management and deployment. Anaconda distribution includes data-science packages suitable for Windows, Linux, and macOS ...

9. Expectation–maximization algorithm - Wikipedia

   en.wikipedia.org/wiki/Expectation–maximization...

   The expectation of ⁡ (;,) inside the sum is taken with respect to the probability density function (=; ()), which might be different for each of the training set. Everything in the E step is known before the step is taken except T j , i {\displaystyle T_{j,i}} , which is computed according to the equation at the beginning of the E step section.