KRISHI
ICAR RESEARCH DATA REPOSITORY FOR KNOWLEDGE MANAGEMENT
(An Institutional Publication and Data Inventory Repository)
"Not Available": Please do not remove the default option "Not Available" for the fields where metadata information is not available
"1001-01-01": Date not available or not applicable for filling metadata infromation
"1001-01-01": Date not available or not applicable for filling metadata infromation
Please use this identifier to cite or link to this item:
http://krishi.icar.gov.in/jspui/handle/123456789/81241Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Rajender Parsad | en_US |
| dc.contributor.author | Alka Arora | en_US |
| dc.contributor.author | Chandan Deb | en_US |
| dc.contributor.author | Sapna Nigam | en_US |
| dc.contributor.author | Upendra Kumar Pradhan | en_US |
| dc.contributor.author | Mrinmoy Ray | en_US |
| dc.date.accessioned | 2024-01-11T12:50:10Z | - |
| dc.date.available | 2024-01-11T12:50:10Z | - |
| dc.date.issued | 2023-10-10 | - |
| dc.identifier.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 | en_US |
| dc.identifier.issn | Not Available | - |
| dc.identifier.uri | http://krishi.icar.gov.in/jspui/handle/123456789/81241 | - |
| dc.description | Not Available | en_US |
| dc.description.abstract | 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 | en_US |
| dc.description.sponsorship | Not Available | en_US |
| dc.language.iso | English | en_US |
| dc.publisher | ICAR-IASRI, New Delhi | en_US |
| dc.relation.ispartofseries | Not Available; | - |
| dc.subject | Data science | en_US |
| dc.subject | Agriculture | en_US |
| dc.title | Training manual on Data science in Agriculture | en_US |
| dc.title.alternative | Not Available | en_US |
| dc.type | Training Manual | en_US |
| dc.publication.projectcode | Not Available | en_US |
| dc.publication.journalname | Not Available | en_US |
| dc.publication.volumeno | Not Available | en_US |
| dc.publication.pagenumber | 1-213 | en_US |
| dc.publication.divisionUnit | Not Available | en_US |
| dc.publication.sourceUrl | Not Available | en_US |
| dc.publication.authorAffiliation | ICAR::Indian Agricultural Statistics Research Institute | en_US |
| dc.ICARdataUseLicence | http://krishi.icar.gov.in/PDF/ICAR_Data_Use_Licence.pdf | en_US |
| dc.publication.journaltype | Not Available | en_US |
| dc.publication.naasrating | Not Available | en_US |
| dc.publication.impactfactor | Not Available | en_US |
| 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 |
Items in KRISHI are protected by copyright, with all rights reserved, unless otherwise indicated.