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Breaking the Glass Wall for Women in STEM

Swetha 20/09/2021

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Machine Learning and Artificial Intelligence Technology Hub (MATH) mind map Recent News Automated math for decision-making under uncertainty Research by MIT Addresses trading off risk and reward Useful across AI Climate Finance Fixes deep learning errors New algorithm aces university math Developed by MIT and others Answers university-level math problems 100% accuracy Enhances machine learning education When Recent advancements Highlighted in 2023 and 2024 Why Improve decision-making in uncertain scenarios Enhance accuracy and efficiency in math education What ADEV tool for probabilistic models Simplifies work with probabilistic models Applied in Climate modeling Financial modeling Operations research e.g., call center queues Machine-learning model for math problems Combines text and code Uses Program synthesis Few-shot learning Over 80% accuracy on unseen problems Where Massachusetts Institute of Technology (MIT) Who Researchers and academics Alex Lew Lead author, MIT PhD student Vikash Mansinghka Co-author, MIT's Probabilistic Computing Project Iddo Drori Project lead, MIT and Columbia University How ADEV tool Automates differentiation of expected values Probabilistic programming Machine learning model for math Pretrained on text and code Fine-tuned on code (Codex by OpenAI) Significance Facilitates experimental work with probabilistic models Opens new possibilities in AI and related fields Significantly improves learning and automation in education Challenges ADEV Perceived complexity of probabilistic models Machine learning model for math Limitations in visual components and computational complexity Way Forward Expand application areas Overcome current limitations and challenges Explore further integration into education and research

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International Day of Zero Tolerance for Female Genital Mutilation mind map Recent News Observed Annually Date February 6 Events Global Awareness Advocacy Initiatives U.S. Department of Homeland Security Calls for Eradication FGM/C Focus UN Initiatives Secretary-General Statements António Guterres Urges Action Against Patriarchal Norms Supports Survivors FGM Elimination Goal By 2030 As per SDGs Survivor-Centric Approach UN Women Advocating Rights Amplifying Voices Supporting Autonomy Health Risks Highlighted UNFPA Efforts Community Education Breaking Cycle Yemen Case Study Safia's Story When Established Year 2012 by UN General Assembly Why Human Rights Violation Lifelong Harm Physical Mental Gender-Based Violence Discrimination Against Women What Definition FGM Described Removal or Injury Female Genitalia Non-Medical Reasons Global Prevalence Affected Population 200 Million Women and Girls Risk Statistics 2024 Projection 4.4 Million Girls at Risk Legal Context U.S. Laws STOP FGM Act of 2020 Under 18 Ban Where Geographic Prevalence Africa Middle East Asia Who Organizations UN WHO DHS UNFPA UN Women Personalities António Guterres UN Secretary-General Safia Yemen Survivor How Global Efforts Raising Awareness Advocacy Campaigns Policy Implementation Challenges Societal Norms Lack of Education Inadequate Legal Frameworks Significance Empowering Women Upholding Rights Health Benefits Challenges Cultural Barriers Insufficient Resources Incomplete Legal Protection Way Forward Global Cooperation Strengthening Policies Community Engagement

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Categories: Science & Technology, Women

Tags: Editorials

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