Data Science (4 credit) CSCI455 Data Science (4 credit) Spring 2023 (10 students) **Undergraduate Class & Lab https://www.claflin.edu/ Claflin University, Orangeburg, South Carolina, United States of America. https://www.claflin.edu/academics-research/schools-departments/school-of-natural-sciences-and-mathematics/department-of-mathematics-computer-science/computer-science
JUNE 19 2022.
This is the class content for Data Science. The GitHub link is:
https://github.com/spawar2/Data-Science-Fall2024
Data Science:
Machine Leaning: https://youtu.be/Pju8ecWWRAw
Tree Based Models: https://youtu.be/FOtl6qM_nX0
Regression: https://youtu.be/LrSDfwwnbKY
Github: https://github.com/spawar2/Data-Science-Fall20242
Semester class review: https://youtu.be/Pju8ecWWRAw
Data Science (Data wrangling, visualization, Machine Learning QDA, LDA, ROC, Decision Trees, Regularization,Descriptive and inferential statistics, probability distributions (Discrete, Binomial, Poisson, Continuous Uniform, Chi-squared, Student-t, Fisher,) Exponential, Normal, Chi-Square), variable types, distribution properties, discrete & continuous types, R functions, Analysis of Variance (ANOVA), T-test, correlation, chi-Square, regression Text Analysis Feature Engineering, Classification and Model Evaluation, Regression (linear, multiple, logistic): Basics and Prediction, Evaluation and Interpretation, Clustering, etc.).
All Videos
All Videos
WorldS4 2023
Madhuhas-Stanford-Testimonial
K-Fold Semi-Supervised-Video
Student Testimonial - Anika Agrawal
LECTURE 2
Print statements: https://campuspress.yale.edu/shrikantpawar/files/2024/08/Screenshot-2024-08-19-at-2.16.38%E2%80%AFPM-300x69.png
Finding Working Directory: https://campuspress.yale.edu/shrikantpawar/files/2024/08/CMD-300x182.png
3. Affymetrix Microarray Analysis: https://campuspress.yale.edu/shrikantpawar/files/2024/08/R-program-300x126.png
4. Assignment: ttps://campuspress.yale.edu/shrikantpawar/files/2024/09/Screenshot-2024-09-19-at-10.46.44%E2%80%AFAM-300x70.png
5. https://campuspress.yale.edu/shrikantpawar/files/2024/09/ANOVA-Analysis-300x192.png
6. https://campuspress.yale.edu/shrikantpawar/files/2024/09/ANOVA-Analysis-1-300x176.png
7. https://campuspress.yale.edu/shrikantpawar/files/2024/09/ANOVA-Analysis-2-300x183.png
Data Science Fall 2024-1: https://youtu.be/Z_mCwlMrf3M
Data Science Fall 2024-2: https://youtu.be/jvmc2LZdgcY
Data Science Fall 2024-3: https://youtu.be/qNMQZHna_w4
Data Science Fall 2024-4: https://youtu.be/uuuQBQTZVDg
https://campuspress.yale.edu/shrikantpawar/files/2024/09/Standard-Error-Deviation-300x152.png
Data Science Fall 2024-5: https://youtu.be/2_qZ0ugFzMk
Data Science Fall 2024-6: https://youtu.be/jddjOKQvAks
Data-Science-Fall-2024-7: https://youtu.be/VN29mbro5JE
Data-Science-Fall-2024-8: https://youtu.be/BYtsv6uFyR0
Data-Science-Fall-2024-9: https://youtu.be/veSNuPunpkU
Data-Science-Fall-2024-10: https://youtu.be/CGptmgiWCyU
Data-Science-Fall-2024-11: https://youtu.be/tK8-kWFC1R8
Data-Science-Fall-2024-12: https://youtu.be/FKLAK3jmYMA
https://campuspress.yale.edu/shrikantpawar/files/2024/10/Ttest.pdf
https://campuspress.yale.edu/shrikantpawar/files/2024/10/Ttest-300x209.png
https://campuspress.yale.edu/shrikantpawar/files/2024/10/Ttest-2-300x226.png
https://campuspress.yale.edu/shrikantpawar/files/2024/10/Ttest-2.pdf
Data-Science-Fall-2024-13:https://youtu.be/UDzerAQ5iDk
Data-Science-Fall-2024-14: https://youtu.be/5hnGHM2_ITQ
Data-Science-Fall-2024-15: https://youtu.be/a4bi9MoF9Gs
Data Science Fall 2024 16: https://youtu.be/m216PjOQC1Q
Data Science Fall 2024 17: https://youtu.be/Dwi1-pOlLS4
Data Science Fall 2024 18: https://youtu.be/zA7glUptgk0
https://campuspress.yale.edu/shrikantpawar/files/2024/11/Chi-square-test-300x210.png