KRISHI
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Please use this identifier to cite or link to this item:
http://krishi.icar.gov.in/jspui/handle/123456789/81241| Title: | Training manual on Data science in Agriculture |
| Other Titles: | Not Available |
| Authors: | Rajender Parsad Alka Arora Chandan Deb Sapna Nigam Upendra Kumar Pradhan Mrinmoy Ray |
| ICAR Data Use Licennce: | http://krishi.icar.gov.in/PDF/ICAR_Data_Use_Licence.pdf |
| Author's Affiliated institute: | ICAR::Indian Agricultural Statistics Research Institute |
| Published/ Complete Date: | 2023-10-10 |
| Project Code: | Not Available |
| Keywords: | Data science Agriculture |
| Publisher: | ICAR-IASRI, New Delhi |
| Citation: | Parsad, R., Arora, A., Deb, C.,Nigam, S.,Pradhan, U.,Ray, M.(2023). Training manual on Data science in Agriculture. ICAR-Indian Agricultural Statistics Research Institute (ICAR-IASRI),New Delhi, India |
| Series/Report no.: | Not Available; |
| Abstract/Description: | Training Manual On Data science in Agriculture has following contents 1.Linear Regression, Multiple Linear Regression, Model Selection Criteria, Regularized Linear Modeling 2. An Overview of Multivariate Statistical Analysis Techniques 3. Linear and Integer programming: concept and its application in agriculture 4. Python 5. Data Handling and Visualization using NumPy, Pandas, Matplotlib and Seaborn 6. Support Vector Machine: A Non-Linear Machine Learning 7. Foundations of Neural Networks Basics and Artificial Neural Networks Concepts 8. Functions, Module, File Handling in Python 9. Deep Learning and Convolutional Neural Networks Architectures 10. Deep Learning using Python Software 11. AI-DISC (Artificial Intelligence Based Disease Identification for Crops): A case study in Data Science 12. Case study in Data Science (Machine Learning) 13. Case study in Data Science (Statistical modelling) 14. Hands on Image Classification using Convolutional Neural Networks |
| Description: | Not Available |
| ISSN: | Not Available |
| Type(s) of content: | Training Manual |
| Sponsors: | Not Available |
| Language: | English |
| Name of Journal: | Not Available |
| Journal Type: | Not Available |
| NAAS Rating: | Not Available |
| Impact Factor: | Not Available |
| Volume No.: | Not Available |
| Page Number: | 1-213 |
| Name of the Division/Regional Station: | Not Available |
| Source, DOI or any other URL: | Not Available |
| URI: | http://krishi.icar.gov.in/jspui/handle/123456789/81241 |
| Appears in Collections: | AEdu-IASRI-Publication |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| Manual_DataScience_final_213.pdf | 11.62 MB | Adobe PDF | View/Open |
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