[vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”default” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” scene_position=”center” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none” gradient_type=”default” shape_type=””][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1/1″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid”][nectar_badge display_tag=”label” badge_style=”default” bg_color_type=”custom” bg_color_custom=”#244d75″ text_color=”#ffffff” padding=”medium” border_radius=”10px” display=”block” text=”Module 2: Practical Training in AI for MEL”][vc_custom_heading text=”Downloads: Annotated datasets, tool guide, notebooks/APIs” use_theme_fonts=”yes” css=””][/vc_column][/vc_row][vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”default” equal_height=”yes” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” scene_position=”center” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none” gradient_type=”default” shape_type=””][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1/1″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid”][vc_row_inner column_margin=”default” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” text_align=”left” row_position=”default” row_position_tablet=”inherit” row_position_phone=”inherit” overflow=”visible” pointer_events=”all”][vc_column_inner column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” overflow=”visible” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1/1″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid”][vc_custom_heading text=”Verified Data Sources” font_container=”tag:h3|text_align:left” use_theme_fonts=”yes” css=””][/vc_column_inner][/vc_row_inner][vc_column_text css=”” text_direction=”default”]Public Development Data:
1. World Bank Open Data (https://data.worldbank.org/)
- Development indicators for all countries
- Education, health, economic, and social statistics
- API access for programmatic data retrieval
2. UN Data (http://data.un.org/)
- Social and economic statistics
- SDG indicators and progress tracking
- Population and demographic data
3. UNHCR Statistics (https://www.unhcr.org/statistics/)
- Refugee population data
- Displacement statistics
- Protection indicators
4. WHO Global Health Observatory (https://www.who.int/data/gho)
- Health statistics and indicators
- Disease surveillance data
- Health system performance metrics
Open Source Tools for AI in MEL
- Python Libraries
- Installation Guide
– Install required package
– Download NLTK data - Implementation Template:
– Dashboard Template
Further reading:
Nielsen, S. B., Rinaldi, F. M., & Petersson, G. J. (Eds.). (2025). Artificial intelligence and evaluation: Emerging technologies and their implications for evaluation. Routledge. https://doi.org/10.4324/9781003512493
de Mooij, S., Lämsä, J., Lim, L., Schneider, J., McLaughlin, B., & Rienties, B. (2025). A systematic review of self-regulated learning through integration of multimodal data and artificial intelligence. Educational Psychology Review, 37(54). https://doi.org/10.1007/s10648-025-10028-0[/vc_column_text][/vc_column][/vc_row]