Table of contents
  1. Story
  2. Slides
  3. Spotfire Dashboard
  4. Research Notes
  5. Slides
    1. Slide 1 Data Driven Farming: Week 1 Business Understanding
    2. Slide 2 Outline
    3. Slide 3 UNL Big Data Experts
    4. Slide 4 UNL Precision Agriculture
    5. Slide 5 The Future of Big Data Symposium: 2014
    6. Slide 6 Selected Agenda Videos and Slides for Course
    7. Slide 7 Outline
    8. Slide 8 Data Challenges
    9. Slide 9 How Does Data Get "Big"?
    10. Slide 10 Yield Data
    11. Slide 11 Weather Data
    12. Slide 12 Data Integration
    13. Slide 13 Relational Databases
    14. Slide 14 Weather Data Integration
    15. Slide 15 Google Earth Engine: Vegetative Health in Nebraska
    16. Slide 16 More Complexity
    17. Slide 17 The Only Data Science Platform in the Industry
    18. Slide 18 Science Organization
    19. Slide 19 Critical Skills
    20. Slide 20 Research at Climate
    21. Slide 21 A Grower's Year
    22. Slide 22 The Next Revolution?
    23. Slide 23 Predictive Model: Yield
    24. Slide 24 Yield Optimization
    25. Slide 25 Data Science Can Deliver Measurable Profit Gain
    26. Slide 26 Broad Impact Hypoxia in Gulf of Mexico
    27. Slide 27 Climate Basic and Pro
    28. Slide 28 My Video Notes: Data Science in Agriculture
    29. Slide 29 Climate Pro
    30. Slide 30 The Farmers Business Network 1
    31. Slide 31 The Farmers Business Network 2
    32. Slide 32 FarmLink 1
    33. Slide 33 FarmLink 2
    34. Slide 34 TrueHarvest
    35. Slide 35 Advanced Analytics
    36. Slide 36 Adapt-N
    37. Slide 37 Agronomic Technology Corp
    38. Slide 38 Farmers Edge 1
    39. Slide 39 Farmers Edge 2
    40. Slide 40 Farmers Edge 3
    41. Slide 41 Farmers Edge 4
    42. Slide 42 FarmLogs 1
    43. Slide 43 FarmLogs 2
    44. Slide 44 aWhere
    45. Slide 45 Granular 1
    46. Slide 46 Granular 2
    47. Slide 47 Farmeron
    48. Slide 48 OnFarm
    49. Slide 49 Agralogics
    50. Slide 50 Blue River Technology
    51. Slide 51 PrecisionHawk UAV
    52. Slide 52 The Landcaster Platform
    53. Slide 53 Bright Farms
    54. Slide 54 Indoor Harvest
    55. Slide 55 PodPonics
    56. Slide 56 Freight Farms
  6. NEXT

Week 1 Business Understanding

Last modified
Table of contents
  1. Story
  2. Slides
  3. Spotfire Dashboard
  4. Research Notes
  5. Slides
    1. Slide 1 Data Driven Farming: Week 1 Business Understanding
    2. Slide 2 Outline
    3. Slide 3 UNL Big Data Experts
    4. Slide 4 UNL Precision Agriculture
    5. Slide 5 The Future of Big Data Symposium: 2014
    6. Slide 6 Selected Agenda Videos and Slides for Course
    7. Slide 7 Outline
    8. Slide 8 Data Challenges
    9. Slide 9 How Does Data Get "Big"?
    10. Slide 10 Yield Data
    11. Slide 11 Weather Data
    12. Slide 12 Data Integration
    13. Slide 13 Relational Databases
    14. Slide 14 Weather Data Integration
    15. Slide 15 Google Earth Engine: Vegetative Health in Nebraska
    16. Slide 16 More Complexity
    17. Slide 17 The Only Data Science Platform in the Industry
    18. Slide 18 Science Organization
    19. Slide 19 Critical Skills
    20. Slide 20 Research at Climate
    21. Slide 21 A Grower's Year
    22. Slide 22 The Next Revolution?
    23. Slide 23 Predictive Model: Yield
    24. Slide 24 Yield Optimization
    25. Slide 25 Data Science Can Deliver Measurable Profit Gain
    26. Slide 26 Broad Impact Hypoxia in Gulf of Mexico
    27. Slide 27 Climate Basic and Pro
    28. Slide 28 My Video Notes: Data Science in Agriculture
    29. Slide 29 Climate Pro
    30. Slide 30 The Farmers Business Network 1
    31. Slide 31 The Farmers Business Network 2
    32. Slide 32 FarmLink 1
    33. Slide 33 FarmLink 2
    34. Slide 34 TrueHarvest
    35. Slide 35 Advanced Analytics
    36. Slide 36 Adapt-N
    37. Slide 37 Agronomic Technology Corp
    38. Slide 38 Farmers Edge 1
    39. Slide 39 Farmers Edge 2
    40. Slide 40 Farmers Edge 3
    41. Slide 41 Farmers Edge 4
    42. Slide 42 FarmLogs 1
    43. Slide 43 FarmLogs 2
    44. Slide 44 aWhere
    45. Slide 45 Granular 1
    46. Slide 46 Granular 2
    47. Slide 47 Farmeron
    48. Slide 48 OnFarm
    49. Slide 49 Agralogics
    50. Slide 50 Blue River Technology
    51. Slide 51 PrecisionHawk UAV
    52. Slide 52 The Landcaster Platform
    53. Slide 53 Bright Farms
    54. Slide 54 Indoor Harvest
    55. Slide 55 PodPonics
    56. Slide 56 Freight Farms
  6. NEXT

  1. Story
  2. Slides
  3. Spotfire Dashboard
  4. Research Notes
  5. Slides
    1. Slide 1 Data Driven Farming: Week 1 Business Understanding
    2. Slide 2 Outline
    3. Slide 3 UNL Big Data Experts
    4. Slide 4 UNL Precision Agriculture
    5. Slide 5 The Future of Big Data Symposium: 2014
    6. Slide 6 Selected Agenda Videos and Slides for Course
    7. Slide 7 Outline
    8. Slide 8 Data Challenges
    9. Slide 9 How Does Data Get "Big"?
    10. Slide 10 Yield Data
    11. Slide 11 Weather Data
    12. Slide 12 Data Integration
    13. Slide 13 Relational Databases
    14. Slide 14 Weather Data Integration
    15. Slide 15 Google Earth Engine: Vegetative Health in Nebraska
    16. Slide 16 More Complexity
    17. Slide 17 The Only Data Science Platform in the Industry
    18. Slide 18 Science Organization
    19. Slide 19 Critical Skills
    20. Slide 20 Research at Climate
    21. Slide 21 A Grower's Year
    22. Slide 22 The Next Revolution?
    23. Slide 23 Predictive Model: Yield
    24. Slide 24 Yield Optimization
    25. Slide 25 Data Science Can Deliver Measurable Profit Gain
    26. Slide 26 Broad Impact Hypoxia in Gulf of Mexico
    27. Slide 27 Climate Basic and Pro
    28. Slide 28 My Video Notes: Data Science in Agriculture
    29. Slide 29 Climate Pro
    30. Slide 30 The Farmers Business Network 1
    31. Slide 31 The Farmers Business Network 2
    32. Slide 32 FarmLink 1
    33. Slide 33 FarmLink 2
    34. Slide 34 TrueHarvest
    35. Slide 35 Advanced Analytics
    36. Slide 36 Adapt-N
    37. Slide 37 Agronomic Technology Corp
    38. Slide 38 Farmers Edge 1
    39. Slide 39 Farmers Edge 2
    40. Slide 40 Farmers Edge 3
    41. Slide 41 Farmers Edge 4
    42. Slide 42 FarmLogs 1
    43. Slide 43 FarmLogs 2
    44. Slide 44 aWhere
    45. Slide 45 Granular 1
    46. Slide 46 Granular 2
    47. Slide 47 Farmeron
    48. Slide 48 OnFarm
    49. Slide 49 Agralogics
    50. Slide 50 Blue River Technology
    51. Slide 51 PrecisionHawk UAV
    52. Slide 52 The Landcaster Platform
    53. Slide 53 Bright Farms
    54. Slide 54 Indoor Harvest
    55. Slide 55 PodPonics
    56. Slide 56 Freight Farms
  6. NEXT

Story

Data Driven Farming: Week 1 Business Understanding

Outline

1 Learn about precision agriculture from a leading university

  • Meet the UNL Big Data Experts in Precision Agriculture
  • CropWatch
  • The Future of Big Data Symposium: 2014
    • Selected Agenda Videos and Slides for Course
    • "Data Science in Agriculture", Jefffrey Gerard, Quantitative Researcher, The Climate Corporation
    • My Video Notes (See Below)
    • The Climate Corporation

Note: Slide 23 Predictive Model: Yield

Yield = Function (Genetics, Farming Practices, Environment) + Variability

Critical Question: Where does the data come from for these 4 variables, how is the statistical model developed, how is the statistical model verified, and how to you apply the statistical model to your farm fields with confidence?

2 Read this article and learn about these companies that provide data driven services to farmers and their farms

Farming Data Continues to Be Hot In Silicon Valley

Source: http://fortune.com/2015/05/19/farmin...ilicon-valley/

  • Farmers Business Network
  • FarmLink
  • Adapt-N
  • Farmers Edge
  • FarmLogs
  • aWhere
  • Granular
  • Farmeron
  • OnFarm
  • Agralogics
  • Blue River Technology
  • Precision Hawk
  • Bright Farms
  • Indoor Harvest
  • PodPonics
  • Freight Farms

Critical Question: Do you already use these services, or want to use these service, or learn how to do it you self?

MORE TO FOLLOW

My Video Notes: Data Science in Agriculture

  • The next revolution in agriculture is data science.
    • 26:00 minutes
  • The only data science platform in the industry.
    • 19:00 minutes
  • Start small (e.g. Platte County, NE), iterate, etc.
  • 40 decisions to get end results.
    • 26:00 minutes
  • Green data revolution: Use data science.
    • 28:00 Minutes
  • Predictive Model for Yield
    • 29:00 minutes
  • Model Optimization
  • Nitrogen Decisions
  • Products: Climate Basics and Climate Pro
  • Data and recommendations are estimates based on The Climate Corporation's and third parties' statistical and agronomic models, research, and data. Individual results may vary, as weather, growing conditions and farming practices may vary across growers, locations and years. Data and recommendations do not modify any rights under insurance policies purchased through The Climate Corporation's affiliates.

Slides

FarmData-Spotfire-Week 1 Business Understanding.png

CRISP-DMWikipedia.png

Source: https://en.wikipedia.org/wiki/Cross_...or_Data_Mining

A diagram drawn by Kip Tom shows the workings and various parts of the Tom Farms operations. The drones and sattelites are still under consideration. Michael Kirby Smith for The New York Times

Working_the_Land_and_the_Data_Schematic.jpg

Source: http://www.nytimes.com/2014/12/01/business/working-the-land-and-the-data.html

Spotfire Dashboard

For Internet Explorer Users and Those Wanting Full Screen Display Use: Web Player Get Spotfire for iPad App

Error: Embedded data could not be displayed. Use Google Chrome

Research Notes

Slides

Slides

Slide 3 UNL Big Data Experts

http://bigdata.unl.edu/precision-agriculture

BrandNiemann08022015Slide3.PNG

Slide 4 UNL Precision Agriculture

http://cropwatch.unl.edu/ssm

BrandNiemann08022015Slide4.PNG

Slide 5 The Future of Big Data Symposium: 2014

http://bigdata.unl.edu/symposium

BrandNiemann08022015Slide5.PNG

Slide 6 Selected Agenda Videos and Slides for Course

http://bigdata.unl.edu/symposium

BrandNiemann08022015Slide6.PNG

Slide 8 Data Challenges

BrandNiemann08022015Slide8.PNG

Slide 9 How Does Data Get "Big"?

BrandNiemann08022015Slide9.PNG

Slide 10 Yield Data

BrandNiemann08022015Slide10.PNG

Slide 11 Weather Data

BrandNiemann08022015Slide11.PNG

Slide 12 Data Integration

BrandNiemann08022015Slide12.PNG

Slide 13 Relational Databases

BrandNiemann08022015Slide13.PNG

Slide 14 Weather Data Integration

BrandNiemann08022015Slide14.PNG

Slide 15 Google Earth Engine: Vegetative Health in Nebraska

BrandNiemann08022015Slide15.PNG

Slide 16 More Complexity

BrandNiemann08022015Slide16.PNG

Slide 17 The Only Data Science Platform in the Industry

BrandNiemann08022015Slide17.PNG

Slide 18 Science Organization

BrandNiemann08022015Slide18.PNG

Slide 19 Critical Skills

BrandNiemann08022015Slide19.PNG

Slide 20 Research at Climate

BrandNiemann08022015Slide20.PNG

Slide 21 A Grower's Year

BrandNiemann08022015Slide21.PNG

Slide 22 The Next Revolution?

BrandNiemann08022015Slide22.PNG

Slide 23 Predictive Model: Yield

BrandNiemann08022015Slide23.PNG

Slide 24 Yield Optimization

BrandNiemann08022015Slide24.PNG

Slide 25 Data Science Can Deliver Measurable Profit Gain

BrandNiemann08022015Slide25.PNG

Slide 26 Broad Impact Hypoxia in Gulf of Mexico

BrandNiemann08022015Slide26.PNG

Slide 27 Climate Basic and Pro

BrandNiemann08022015Slide27.PNG

Slide 28 My Video Notes: Data Science in Agriculture

BrandNiemann08022015Slide28.PNG

Slide 29 Climate Pro

https://www.climate.com/

BrandNiemann08022015Slide29.PNG

Slide 30 The Farmers Business Network 1

https://www.farmersbusinessnetwork.com/

BrandNiemann08022015Slide30.PNG

Slide 31 The Farmers Business Network 2

https://www.farmersbusinessnetwork.com/page/show/tos

BrandNiemann08022015Slide31.PNG

Slide 32 FarmLink 1

http://www.farmlink.com/

BrandNiemann08022015Slide32.PNG

Slide 37 Agronomic Technology Corp

http://www.adapt-n.com/about/

BrandNiemann08022015Slide37.PNG

Slide 38 Farmers Edge 1

http://www.farmersedge.ca/

BrandNiemann08022015Slide38.PNG

Slide 42 FarmLogs 1

https://farmlogs.com/

BrandNiemann08022015Slide42.PNG

Slide 44 aWhere

http://www.awhere.com/

BrandNiemann08022015Slide44.PNG

Slide 45 Granular 1

http://www.granular.ag/

BrandNiemann08022015Slide45.PNG

Slide 46 Granular 2

https://acrevalue.granular.ag/ 
A map-based, farmland valuation tool from Granular. 
See explanation: http://www.granular.ag/acrevalue/

BrandNiemann08022015Slide46.PNG

Slide 47 Farmeron

https://www.farmeron.com/

BrandNiemann08022015Slide47.PNG

Slide 48 OnFarm

http://www.onfarm.com/

BrandNiemann08022015Slide48.PNG

Slide 49 Agralogics

http://agralogics.com/

BrandNiemann08022015Slide49.PNG

Slide 50 Blue River Technology

http://www.bluerivert.com/

BrandNiemann08022015Slide50.PNG

Slide 52 The Landcaster Platform

http://www.precisionhawk.com/

BrandNiemann08022015Slide52.PNG

Slide 53 Bright Farms

http://brightfarms.com/s/

BrandNiemann08022015Slide53.png

Slide 54 Indoor Harvest

http://indoorharvest.com/

BrandNiemann08022015Slide54.PNG

Slide 55 PodPonics

http://podponics.com/

BrandNiemann08022015Slide55.PNG

Slide 56 Freight Farms

BrandNiemann08022015Slide56.PNG

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