Algorithm 1: Gradient Descent.
Algorithm 2: Linear Regression.
Algorithm 3: Logistic Regression.
Algorithm 4: Linear Discriminant Analysis.
Algorithm 5: Classification and Regression Trees.
Algorithm 6: Naive Bayes.
Algorithm 7: K-Nearest Neighbors.
Algorithm 8: Learning Vector Quantization.
Algorithm 9: Support Vector Machines.
Algorithm 10: Bagged Decision Trees and Random Forest.
Algorithm 11: Boosting and AdaBoost.
Simple Linear Regression using Statistics.
Simple Linear Regression with Gradient Descent.
Logistic Regression with Gradient Descent.
Linear Discriminant Analysis using Statistics.
Classification and Regression Trees with Gini.
Naive Bayes for Categorical Data.
Gaussian Naive Bayes for Real-Valued Data.
K-Nearest Neighbors for Classification.
Learning Vector Quantization for Classification.
Support Vector Machines with Gradient Descent.
Bagged Classification and Regression Trees.
AdaBoost for Classification.
“The most unfortunate thing is that India still seems to believe in proprietary solutions. Further spread of IT which is influencing the daily life of individuals would have a devastating effect on the lives of society due to any small shift in the business practice involving these proprietary solutions. It is precisely for these reasons open source software need to be built which would be cost effective for the entire society.
In India, open source code software will have to come and stay in a big way for the benefit of our billion people.” – Dr. A. P. J. Abdul Kalam
“When the Last Tree has been cut down, the Last Fish caught, the Last River poisoned, only then will we realize that One Cannot Eat Money.”
Native American Saying
What can Save the World from Self-destruction?
The Humble Conversion to the Spiritual Way.
Because Earth & Nature has been Ravaged by the blind wild mass race to prove that you are Someone Better because you got $omething $pecial.
STC on Free Tools for Research (25-29 January 2021) Oplan: ICTO-263
Contents
Essentials of Research and Open Source Tools
Free Resources and Software for Research
Essentials of Research Writing and Management using Latex and Zotero
Essential Concepts and Principles of Machine Learning for Research
Research Literature Management and Advance Features using Mendeley
Data analysis and visualization using R
Research writing and presentation using Latex and Beamer
Research Tool for Computer Vision Applications
NITTTR Chandigarh Organizes STC on Free Tools for Research (25-29 January 2021)
Final Schedule
DATE
11: A.M. to 12:30 P.M.
2:30 P.M. to 4:00 P.M.
25-01-2021
Essentials of Research
and Open Source Tools
Free Resources and Software for Research
27-01-2021
Essentials of Research
Writing and Management
using Latex and Zotero
Essential Concepts and Principles of Machine Learning for Research
28-01-2021
Research Literature Management and
Advance Features using Mendeley
Data analysis and visualization using R
29-01-2021
Research writing and presentation using
Latex and Beamer