AKILIMO dashboard for monitoring validation exercises
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The AKILIMO dashboard is a tool to monitor the timely execution of validation exercises by field coordinators and EAs
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Turnkey solution
This document outlines a plan to develop cloud-based prediction tools and digital guides to help cassava growers and extension workers understand how different growing environments impact recommendations, predict crop responses, and scale the sharing of recommendations through partner networks using a smartphone app and database.
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This document outlines a plan to develop cloud-based prediction tools and digital guides to help cassava growers and extension workers understand how different growing environments impact recommendations, predict crop responses, and scale the sharing of recommendations through partner networks using a smartphone app and database.
Science intro session
This document outlines the development stages of a tool, starting with an initial concept and literature-based version 0, followed by a prototype version 1 incorporating experimental data, and a pilot version 2 that is validated. The final validated version is considered a ready tool and undergoes multiple validation exercises with different groups.
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Nigeria is the most populous country in Africa with over 200 million people. It has a diverse population that speaks over 500 languages and is nearly evenly split between Christians and Muslims. Nigeria has had a challenging political history including periods of military rule but has transitioned to a democratic government over the past few decades.Best Planing Practices validation results for AKILIMO
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4. Customizing tools and materials to user and beneficiary preferences.
5. Conducting many on-farm trials to understand variation.
The document then discusses reflecting on what could be done better and solicits feedback on the 10 elements and what should be done the same or improved in the future.
Science intro session
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1) Partnering with existing organizations that have dissemination strategies in place to facilitate entry and demand-driven ownership.
2) Implementing regular feedback mechanisms to ensure products meet beneficiary needs and are accepted before wide-scale dissemination.
3) Encouraging continuous learning through data collection and feedback integration to support ongoing acceptance.
4) Agreeing on appropriate formats like paper, video, radio etc. to disseminate information widely.
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This document summarizes the monitoring, evaluation, and learning (MEL) framework for a project aimed at increasing cassava yields in Africa. The project targets include:
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- Engaging private sector partners to address bottlenecks like access to credit and markets
The MEL framework involves measuring outcomes, learning from feedback, and adapting implementation strategies. Bottlenecks are analyzed at the value chain and project levels. Dissemination materials and channels are developed with partners and include training, demonstrations, radio, and videos. Questions are posed to discuss experiences, challenges, and improvements needed.
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A digital service provides tailored agronomic advice to cassava growers through various decision support tools (DST), including printable guides, a smartphone app, and SMS messages. The DST use a cloud-based prediction engine to extrapolate recommendations based on farmer inputs and predict responses to interventions. Printable guides offer simplified recommendations that can be printed for farmers, while the smartphone app allows extension workers to provide more granular, dynamic recommendations to farmers by collecting input data offline. The tools aim to help farmers better understand the interaction between agronomy and their local environment.
Session 1 3 acai_development partners presentation Tanzania
The presentations made by Rhoda Mahava and Samson Oguntoye focused on the summary of the activities they have done together with ACAI in 2018, positive experiences, key challenges, going forward in 2019, and expectations for the meeting.
The highlight of 2018 activities for development partners was the onset of the validation activities for the ACAI decision support tools. Development partner participated in the Training of Trainers and then facilitated the step down trainings at state level for project anchors in their respective states.
Following the trainings, partners established validation trials within their locales reaching a combined total of 741 new trials in 2018. In Nigeria the partners have collaborated with ACAI team on the evaluation of the different formats of the DSTs.
Partners across the two countries are set for the dissemination phase of the ACAI DSTs from 2019 by intensifying field activities and integrating learnings from ACAI into their work plan.
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Presentation highlighting the process and progress of developing the Summary of the field activities towards the development of the SP and HS DSTs, focusing on a combined DST recommending the time of planting and/or harvest to optimize root or starch supply (and revenue) to cassava processors, for both processors and cassava growers.
After two years of field experimentation, the database currently holds yield data from 79 SP trials (combinations of location, planting date, harvest age), and close to 4,000 starch measurements across trials from all use cases.
Most important findings in year 2 include (i) cassava root yield is controlled for a large extent to crop age and month of harvest in Nigeria, but in Tanzania, year-to-year variation is much larger, likely related to variation in rainfall across the growing season, (ii) starch concentration is controlled by harvest month in Nigeria and this is largely stable across years likely due to comparability of rainfall across years, but not so in Tanzania, and (iii) results confirm that starch concentration is not affected by fertilizer application or tillage management.
Inconsistent effects across years emphasize the need for better insights in the processes controlling yield and starch concentration through mechanistic models. LINTUL appears not to adequately predict the impact of rainfall during crop growth on dry matter accumulation. LINTUL does not seem to penalize ‘older’ cassava in the growth season, and underestimate growth and starch accumulation of a ‘medium’ cassava during the dry season…
Advances with the DST development; Modelling framework, the Decision Support Tool were presented, along with the ongoing validation exercises, with over 350 trials currently established to evaluate impact of harvest month on yield. First impressions illustrate that farmers have difficulties to anticipate the price variation across the harvest period, which is an important driver for decision making. The exercise is appreciated as it stimulates farmers and extension agents to reflect on the impact of planting date and harvest date on total revenue, which is often thought of as ‘less important’.
Session 2 3 Development of the Best Planting Practices Decision Support Tool
Session 2 3 Development of the Best Planting Practices Decision Support ToolAfrican Cassava Agronomy Initiative
Presentation highlighting the process and progress of developing the Summary of the field activities towards the development of the BPP DST
The field trials on BPP had initially a 4 factorial structure with three ploughing regimes followed by ridging versus flat soil and planting at two densities (10000 vs. 12500) and fertilizer application versus nil. This was reduced to three factors and a reduction in ploughing intensity. In the first and second year it transpired that weed interference as a consequence of initial soil tillage, was potentially a major cause of root yield variation and this required the integration of weed control as a factor, which happened in year 3. Further, farmers’ reasons for ploughing were not fully understood and may have confounded tillage intensity with soil fertility. The latest version of the BPP DST will require the inclusion of fallow length and vegetation characteristics to better assess the reasons for intensive ploughing and exclude recommendations of such practices in sites of different fallow and land use history.
For 2019 the BPP will form the base for the integration of weed control aspect into ACAI and this will likely improve the BPP DST through appropriate weed control recommendations and fine tune post emergence weed control requirements and measures as a function of previous tillage.
Session 2 2 Development of the Best Intercropping Practices Decision Support ...
Session 2 2 Development of the Best Intercropping Practices Decision Support ...African Cassava Agronomy Initiative
Cassava intercropping with Sweet potato (CIS) trials aim to evaluate the land equivalent ratio of cassava - sweet potato intercropping systems, and methods to optimize intercropping practices for maximal revenue.
The CIS trials (2018) have been set up in Zanzibar in 8 clusters in Zanzibar. The study ascertains recommended plant densities and appropriate timing of introducing sweet potato as associated crop. Findings confirm that (i) cassava-sweet potato intercropping systems have LERs exceeding 1, and that (ii) farmers’ practice, with simultaneous planting of both crops at reduced densities of 10,000 sweet potato vines per hectare is optimal. Further yield increases can be achieved through fertilizer application, and the relative cost and revenue from both crops should be considered in decision-making on intercropping cassava.
Cassava intercrop maize (CIM) recommends intensification options in cassava-maize intercropping systems. A comparison of our recommendation with the best performing plot at an individual site showed that for 31% of the farms (where maize was already harvested) this advice was correct and 9% would have lost money due to the investment in fertilizer. The tool proved to be conservative, often not recommending investment in fertilizer where this would have increased revenue.
For the DST version of 2019, we will improve on the indicators for maize and review with our partners whether the value cost ratio should be less conservative, or its level be set by farmers. Increasing the true positive rate (correctly recommend investment when this is profitable) comes along with increases in false positives (recommending investment in fertilizer when not profitable).
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This presentation highlighted the process of developing and progress made in the development of the FR and FB DST.
The site-specific fertilizer recommendation (FR) tool is built to provide an optimized and profitable site-specific fertilizer recommendations for cassava growers. The tool considers the location, soil fertility, weather condition, available fertilizers in the area, prices for fertilizer and cassava root, planned planting and harvest dates and the investment capacity of the farmers.
The nutrient omission trials (NOT) in Nigeria and Tanzania conducted by ACAI, in collaboration with the national research and development partners, show a large variation in nutrient responses indicating the need for site-specific fertilizer recommendation. ACAI is developing a crosscutting system using machine learning techniques coupled with process based crop models, LINTUL and QUEFTS, and economic optimizer algorithms to provide the site-specific recommendations. ACAI is transforming available big data like GIS layers from SoilGrids and weather data from CHIRPS and NASA to useful information that can be used to model the relationship between apparent soil nutrient supply and soil properties. Effort has also been made to identify a generic soil fertility indicator that can be easily obtained from farmers and is useful covariate to improve the accuracy of apparent soil nutrient supply predictions.
The next steps in the FR tool development include, validating the FR tool both functionally, checking if the recommendations outperform the current practices in the field and architecturally, checking user friendliness and if the tool satisfies the needs of development partners to dissemination strategy.
Session 1 2 acai_development partners presentation nigeria
The presentations made by Rhoda Mahava and Samson Oguntoye focused on the summary of the activities they have done together with ACAI in 2018, positive experiences, key challenges, going forward in 2019, and expectations for the meeting.
The highlight of 2018 activities for development partners was the onset of the validation activities for the ACAI decision support tools. Development partner participated in the Training of Trainers and then facilitated the step down trainings at state level for project anchors in their respective states.
Following the trainings, partners established validation trials within their locales reaching a combined total of 741 new trials in 2018. In Nigeria the partners have collaborated with ACAI team on the evaluation of the different formats of the DSTs.
Partners across the two countries are set for the dissemination phase of the ACAI DSTs from 2019 by intensifying field activities and integrating learnings from ACAI into their work plan.
Session 1 1 acai overview and progress with project implementation
Session 1 1 acai overview and progress with project implementationAfrican Cassava Agronomy Initiative
This is a presentation that outlined the ACAI project’s progress, the process of DSTs development and the status of the project and an overview of activities for the last three years of ACAI
Summary of the project - The African Cassava Agronomy Initiative aims at delivering agronomic technologies that improve cassava root yield and quality, and cassava supply to the processing sector, engaging 120,000 farming households through effective partnerships with development partners in Nigeria and Tanzania, supported by the National Agricultural Research Systems, and in collaboration with strategic research institutes. The project consists of six use cases, identified by development partners, and has developed decision support tools, supplying tailored or site-specific recommendations on fertilizer use, fertilizer blend formulations, tillage practices, intercropping and scheduled planting and harvest and high starch content.
The knowledge needed to develop these decision support tools is generated by applying the principles of “Agronomy at Scale”, combining field trials to test and develop best agronomic interventions, modelling to build prediction models, GIS and spatial modelling to extrapolate recommendations across the target intervention area, development of DSTs to supply recommendations through a practical field tool, and extension activities to scale the use of the tools within partner networks.
The implementation progress per six work streams: (i) strategic agronomy research and crop modelling, (ii) geospatial analysis and data management, (iii) DST development, (iv) facilitation of use of the DSTs, (v) Capacity development of national research institutions, (vi) Project governance, management, coordination, and M&E.
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- At intermediate harvests of 4 and 8 months after planting, and final harvests of 12-14 months, plant parts were weighed and analyzed for nitrogen, phosphorus, and potassium concentration.
- On average across treatments, locations, and years, 67% of nitrogen, 61% of phosphorus, and 52% of potassium uptake occurred by 4 months after planting. Nutrient uptake and allocation to plant parts over time was similar for fertilized and unfertilized plants. Whole plant nutrient concentration decreased with increasing biomass, with dilution accounting for about 65% of nutrient variation.
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Increased planting densities of cassava and maize, and the application of nitrogen, phosphorus, and potassium fertilizer increased the productivity of cassava-maize intercrops in southern Nigeria. Both maize cob yield and cassava root yield followed the same trend of being higher at high planting densities and with fertilizer application. A maize fertilizer regime targeting nitrogen, phosphorus, and potassium performed better than a cassava-targeting regime for maize yields, while the cassava regime performed better under very low soil fertility conditions. The height of maize from previous crops can be used as a proxy for soil fertility and predicting the response of maize to fertilizer - responses were higher when maize height was
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Turnkey solution
The document outlines a turnkey solution for providing tailored agronomic advice. It describes 10 elements of the turnkey solution:
1. Demand-driven recommendations selected by partner dissemination networks.
2. Adapting decision support tool formats and functionality to partner strategies and user capabilities.
3. Avoiding price mapping and predictions.
4. Customizing tools and materials to user and beneficiary preferences.
5. Conducting many on-farm trials to understand variation.
The document then discusses reflecting on what could be done better and solicits feedback on the 10 elements and what should be done the same or improved in the future.
Science intro session
This document outlines the development stages of a tool, starting with an initial concept and literature-based version 0, followed by a prototype version 1 incorporating experimental data. Version 2 is a pilot tool that has been validated, with the final version being a ready tool that has undergone multiple validation exercises across different regions.
ACAI Highlights 2019
This document lists the names and affiliations of 7 researchers who were funded by the Bill & Melinda Gates Foundation. The researchers are from universities in the United States, Switzerland, Belgium, and the Netherlands. The document does not provide any other details about the researchers or their projects.
Scaling and dissemination world cafe
This document outlines ACAI's strategy for scaling the dissemination of AKILIMO, including:
1) Partnering with existing organizations that have dissemination strategies in place to facilitate entry and demand-driven ownership.
2) Implementing regular feedback mechanisms to ensure products meet beneficiary needs and are accepted before wide-scale dissemination.
3) Encouraging continuous learning through data collection and feedback integration to support ongoing acceptance.
4) Agreeing on appropriate formats like paper, video, radio etc. to disseminate information widely.
World cafe intro
This document summarizes the monitoring, evaluation, and learning (MEL) framework for a project aimed at increasing cassava yields in Africa. The project targets include:
- Increasing cassava and intercrop yields by 2-10 tonnes per hectare
- Reaching thousands of households and extension agents
- Engaging private sector partners to address bottlenecks like access to credit and markets
The MEL framework involves measuring outcomes, learning from feedback, and adapting implementation strategies. Bottlenecks are analyzed at the value chain and project levels. Dissemination materials and channels are developed with partners and include training, demonstrations, radio, and videos. Questions are posed to discuss experiences, challenges, and improvements needed.
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The document discusses Viamo's 321 mobile information service in Nigeria, which provides free agricultural, health, nutrition, and financial literacy information to users. It partners with Airtel to provide free airtime for the service. The 321 service uses an interactive voice response system that allows users to access different types of informational content by pressing numbers on their phone. One example of content is information on various topics related to cassava farming, developed in partnership with ACAI. The document outlines the roles of Viamo, ACAI, and the government in launching and supporting the 321 service.
Arifu IITA zanzibar
Arifu is an East African social enterprise that provides educational content and services to over 1 million learners through an interactive chatbot accessible on basic phones. The chatbot offers personalized learning paths based on user profiles and analytics. It generates insights for partners on learner locations, engagement levels, profiles and knowledge scores over time. Arifu works with partners by designing customized content, delivering it through the chatbot, and providing analytics on learner data and outcomes.
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A digital service provides tailored agronomic advice to cassava growers through various decision support tools (DST), including printable guides, a smartphone app, and SMS messages. The DST use a cloud-based prediction engine to extrapolate recommendations based on farmer inputs and predict responses to interventions. Printable guides offer simplified recommendations that can be printed for farmers, while the smartphone app allows extension workers to provide more granular, dynamic recommendations to farmers by collecting input data offline. The tools aim to help farmers better understand the interaction between agronomy and their local environment.
Session 1 3 acai_development partners presentation Tanzania
The presentations made by Rhoda Mahava and Samson Oguntoye focused on the summary of the activities they have done together with ACAI in 2018, positive experiences, key challenges, going forward in 2019, and expectations for the meeting.
The highlight of 2018 activities for development partners was the onset of the validation activities for the ACAI decision support tools. Development partner participated in the Training of Trainers and then facilitated the step down trainings at state level for project anchors in their respective states.
Following the trainings, partners established validation trials within their locales reaching a combined total of 741 new trials in 2018. In Nigeria the partners have collaborated with ACAI team on the evaluation of the different formats of the DSTs.
Partners across the two countries are set for the dissemination phase of the ACAI DSTs from 2019 by intensifying field activities and integrating learnings from ACAI into their work plan.
Session 2 4 Development of the Scheduled Planting (SP) and High Starch Conten...
Session 2 4 Development of the Scheduled Planting (SP) and High Starch Conten...African Cassava Agronomy Initiative
Presentation highlighting the process and progress of developing the Summary of the field activities towards the development of the SP and HS DSTs, focusing on a combined DST recommending the time of planting and/or harvest to optimize root or starch supply (and revenue) to cassava processors, for both processors and cassava growers.
After two years of field experimentation, the database currently holds yield data from 79 SP trials (combinations of location, planting date, harvest age), and close to 4,000 starch measurements across trials from all use cases.
Most important findings in year 2 include (i) cassava root yield is controlled for a large extent to crop age and month of harvest in Nigeria, but in Tanzania, year-to-year variation is much larger, likely related to variation in rainfall across the growing season, (ii) starch concentration is controlled by harvest month in Nigeria and this is largely stable across years likely due to comparability of rainfall across years, but not so in Tanzania, and (iii) results confirm that starch concentration is not affected by fertilizer application or tillage management.
Inconsistent effects across years emphasize the need for better insights in the processes controlling yield and starch concentration through mechanistic models. LINTUL appears not to adequately predict the impact of rainfall during crop growth on dry matter accumulation. LINTUL does not seem to penalize ‘older’ cassava in the growth season, and underestimate growth and starch accumulation of a ‘medium’ cassava during the dry season…
Advances with the DST development; Modelling framework, the Decision Support Tool were presented, along with the ongoing validation exercises, with over 350 trials currently established to evaluate impact of harvest month on yield. First impressions illustrate that farmers have difficulties to anticipate the price variation across the harvest period, which is an important driver for decision making. The exercise is appreciated as it stimulates farmers and extension agents to reflect on the impact of planting date and harvest date on total revenue, which is often thought of as ‘less important’.
Session 2 3 Development of the Best Planting Practices Decision Support Tool
Session 2 3 Development of the Best Planting Practices Decision Support ToolAfrican Cassava Agronomy Initiative
Presentation highlighting the process and progress of developing the Summary of the field activities towards the development of the BPP DST
The field trials on BPP had initially a 4 factorial structure with three ploughing regimes followed by ridging versus flat soil and planting at two densities (10000 vs. 12500) and fertilizer application versus nil. This was reduced to three factors and a reduction in ploughing intensity. In the first and second year it transpired that weed interference as a consequence of initial soil tillage, was potentially a major cause of root yield variation and this required the integration of weed control as a factor, which happened in year 3. Further, farmers’ reasons for ploughing were not fully understood and may have confounded tillage intensity with soil fertility. The latest version of the BPP DST will require the inclusion of fallow length and vegetation characteristics to better assess the reasons for intensive ploughing and exclude recommendations of such practices in sites of different fallow and land use history.
For 2019 the BPP will form the base for the integration of weed control aspect into ACAI and this will likely improve the BPP DST through appropriate weed control recommendations and fine tune post emergence weed control requirements and measures as a function of previous tillage.
Session 2 2 Development of the Best Intercropping Practices Decision Support ...
Session 2 2 Development of the Best Intercropping Practices Decision Support ...African Cassava Agronomy Initiative
Cassava intercropping with Sweet potato (CIS) trials aim to evaluate the land equivalent ratio of cassava - sweet potato intercropping systems, and methods to optimize intercropping practices for maximal revenue.
The CIS trials (2018) have been set up in Zanzibar in 8 clusters in Zanzibar. The study ascertains recommended plant densities and appropriate timing of introducing sweet potato as associated crop. Findings confirm that (i) cassava-sweet potato intercropping systems have LERs exceeding 1, and that (ii) farmers’ practice, with simultaneous planting of both crops at reduced densities of 10,000 sweet potato vines per hectare is optimal. Further yield increases can be achieved through fertilizer application, and the relative cost and revenue from both crops should be considered in decision-making on intercropping cassava.
Cassava intercrop maize (CIM) recommends intensification options in cassava-maize intercropping systems. A comparison of our recommendation with the best performing plot at an individual site showed that for 31% of the farms (where maize was already harvested) this advice was correct and 9% would have lost money due to the investment in fertilizer. The tool proved to be conservative, often not recommending investment in fertilizer where this would have increased revenue.
For the DST version of 2019, we will improve on the indicators for maize and review with our partners whether the value cost ratio should be less conservative, or its level be set by farmers. Increasing the true positive rate (correctly recommend investment when this is profitable) comes along with increases in false positives (recommending investment in fertilizer when not profitable).
Session 2 1 Development of the Site Specific Fertilizer Recommendation (FR) a...
Session 2 1 Development of the Site Specific Fertilizer Recommendation (FR) a...African Cassava Agronomy Initiative
This presentation highlighted the process of developing and progress made in the development of the FR and FB DST.
The site-specific fertilizer recommendation (FR) tool is built to provide an optimized and profitable site-specific fertilizer recommendations for cassava growers. The tool considers the location, soil fertility, weather condition, available fertilizers in the area, prices for fertilizer and cassava root, planned planting and harvest dates and the investment capacity of the farmers.
The nutrient omission trials (NOT) in Nigeria and Tanzania conducted by ACAI, in collaboration with the national research and development partners, show a large variation in nutrient responses indicating the need for site-specific fertilizer recommendation. ACAI is developing a crosscutting system using machine learning techniques coupled with process based crop models, LINTUL and QUEFTS, and economic optimizer algorithms to provide the site-specific recommendations. ACAI is transforming available big data like GIS layers from SoilGrids and weather data from CHIRPS and NASA to useful information that can be used to model the relationship between apparent soil nutrient supply and soil properties. Effort has also been made to identify a generic soil fertility indicator that can be easily obtained from farmers and is useful covariate to improve the accuracy of apparent soil nutrient supply predictions.
The next steps in the FR tool development include, validating the FR tool both functionally, checking if the recommendations outperform the current practices in the field and architecturally, checking user friendliness and if the tool satisfies the needs of development partners to dissemination strategy.
Session 1 2 acai_development partners presentation nigeria
The presentations made by Rhoda Mahava and Samson Oguntoye focused on the summary of the activities they have done together with ACAI in 2018, positive experiences, key challenges, going forward in 2019, and expectations for the meeting.
The highlight of 2018 activities for development partners was the onset of the validation activities for the ACAI decision support tools. Development partner participated in the Training of Trainers and then facilitated the step down trainings at state level for project anchors in their respective states.
Following the trainings, partners established validation trials within their locales reaching a combined total of 741 new trials in 2018. In Nigeria the partners have collaborated with ACAI team on the evaluation of the different formats of the DSTs.
Partners across the two countries are set for the dissemination phase of the ACAI DSTs from 2019 by intensifying field activities and integrating learnings from ACAI into their work plan.
Session 1 1 acai overview and progress with project implementation
Session 1 1 acai overview and progress with project implementationAfrican Cassava Agronomy Initiative
This is a presentation that outlined the ACAI project’s progress, the process of DSTs development and the status of the project and an overview of activities for the last three years of ACAI
Summary of the project - The African Cassava Agronomy Initiative aims at delivering agronomic technologies that improve cassava root yield and quality, and cassava supply to the processing sector, engaging 120,000 farming households through effective partnerships with development partners in Nigeria and Tanzania, supported by the National Agricultural Research Systems, and in collaboration with strategic research institutes. The project consists of six use cases, identified by development partners, and has developed decision support tools, supplying tailored or site-specific recommendations on fertilizer use, fertilizer blend formulations, tillage practices, intercropping and scheduled planting and harvest and high starch content.
The knowledge needed to develop these decision support tools is generated by applying the principles of “Agronomy at Scale”, combining field trials to test and develop best agronomic interventions, modelling to build prediction models, GIS and spatial modelling to extrapolate recommendations across the target intervention area, development of DSTs to supply recommendations through a practical field tool, and extension activities to scale the use of the tools within partner networks.
The implementation progress per six work streams: (i) strategic agronomy research and crop modelling, (ii) geospatial analysis and data management, (iii) DST development, (iv) facilitation of use of the DSTs, (v) Capacity development of national research institutions, (vi) Project governance, management, coordination, and M&E.
More from African Cassava Agronomy Initiative (20)
Session 1 3 acai_development partners presentation Tanzania
Session 1 3 acai_development partners presentation Tanzania
Session 2 4 Development of the Scheduled Planting (SP) and High Starch Conten...
Session 2 4 Development of the Scheduled Planting (SP) and High Starch Conten...
Session 2 3 Development of the Best Planting Practices Decision Support Tool
Session 2 3 Development of the Best Planting Practices Decision Support Tool
Session 2 2 Development of the Best Intercropping Practices Decision Support ...
Session 2 2 Development of the Best Intercropping Practices Decision Support ...
Session 2 1 Development of the Site Specific Fertilizer Recommendation (FR) a...
Session 2 1 Development of the Site Specific Fertilizer Recommendation (FR) a...
Session 1 2 acai_development partners presentation nigeria
Session 1 2 acai_development partners presentation nigeria
Session 1 1 acai overview and progress with project implementation
Session 1 1 acai overview and progress with project implementation
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一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
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【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同进口机器一比一制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
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【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
学校原件一模一样【微信：741003700 】《(英国UCA毕业证书)创意艺术大学毕业证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
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二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
一比一原版巴斯大学毕业证(Bath毕业证书)学历如何办理
原版办理【微信号:BYZS866】【巴斯大学毕业证(Bath毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【关于学历材料质量】
我们承诺采用的是学校原版纸张（原版纸质、底色、纹路、）我们工厂拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有成品以及工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Open Source Contributions to Postgres: The Basics POSETTE 2024
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
毕业原版【微信:176555708】【(UMN毕业证书)明尼苏达大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Intelligence supported media monitoring in veterinary medicine
Media monitoring in veterinary medicien
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
原版办【微信号:BYZS866】【英属哥伦比亚大学毕业证(UBC毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
原版一比一弗林德斯大学毕业证(Flinders毕业证书)如何办理
原版制作【微信:41543339】【弗林德斯大学毕业证(Flinders毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
原版办【微信号:BYZS866】【兰加拉学院毕业证(Langara毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Experts live - Improving user adoption with AI
Bekijk de slides van onze sessie Enhancing Modern Workplace Efficiency op Experts Live 2024.
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
原版一模一样【微信：741003700 】【(uts毕业证书)悉尼科技大学毕业证学历证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
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