Understanding AI: Making Explainable Decisions in Forensic Engineering! Part 7 #ai #viral #aiinindia

Understanding AI: Making Explainable Decisions in Forensic Engineering! Part 7 #ai #viral #aiinindia In forensic engineering, AI is playing a growing role. But how can we trust its conclusions? In this video, we'll explore the concept of explainable AI (XAI) and its importance in forensic engineering. We'll learn how to understand how AI reaches its conclusions, ensuring transparency and building trust in its use for investigations. Imagine this: AI analyzes data from a building collapse and identifies a potential structural flaw. Explainable AI techniques reveal that the AI focused on specific patterns in the data, such as uneven load distribution, to reach this conclusion. After a pipeline leak, AI analyzes soil data and identifies a potential corrosion risk factor. Explainable AI visualizations show the correlation between soil composition and historical leak occurrences, helping investigators understand the AI's reasoning. A forensic engineer investigating a fire uses AI to analyze burn patterns. Explainable AI techniques highlight specific features in the burn patterns that led the AI to identify the most likely ignition source. Benefits of Explainable AI (XAI) in forensic engineering: Transparency and Trust: XAI helps forensic engineers understand how AI arrives at its conclusions, fostering trust in its use for investigations. Improved Decision-Making: By understanding the AI's reasoning, forensic engineers can make more informed decisions based on both AI insights and their own expertise. Identification of Bias: XAI techniques can help identify potential biases in the data or the AI model itself, ensuring fairness and accuracy in forensic investigations. How XAI is used in forensic engineering: Feature Importance Analysis: XAI techniques highlight the specific features in the data that most influenced the AI's conclusions. Counterfactual Explanations: XAI can generate alternative scenarios to understand how changes in the data would have affected the AI's decision. Visualizations: Data visualizations can be used to represent the AI's reasoning process and make it more easily understandable for human analysts. Challenges of XAI in forensic engineering: Complexity of AI Models: Some AI models used in forensic engineering can be highly complex, making it challenging to explain their reasoning in a clear and concise way. Data Dependence: XAI explanations are often dependent on the quality and completeness of the data used to train the AI model. Balance Between Explainability and Accuracy: Striking a balance between achieving high levels of explainability and maintaining the model's accuracy can be a challenge. The Future of Explainable AI in Forensic Engineering: As technology advances, we can expect even more advancements: Development of Explainable-by-Design AI Models: Researchers are developing AI models specifically designed to be interpretable from the outset. Human-AI Collaboration: The future lies in a collaborative approach where AI provides insights, and forensic engineers use their expertise to interpret the reasoning and make final decisions. Standardized Explainability Methods: Developing standardized methods for XAI in forensic engineering will ensure consistency and improve trust in AI-driven investigations. By embracing explainable AI, forensic engineers can leverage the power of AI while maintaining transparency and building trust in its use for investigations. This can lead to more robust forensic analyses, ultimately contributing to achieving justice and preventing future failures. #ExplainableAI #ForensicEngineering #AI #Transparency #Trust #DecisionMaking #Technology #DataAnalysis #FutureofForensics #artificialintelligence #ai #machinelearning #deeplearning #dataanalytics #bigdata #futureofwork #futurism #algorithms #automation #aiingujarat #educational #informative #technology #trends #future #disruption #opportunities #challenges #impact #society #humanity #vlog #music #funny #tutorial #challenge #love #gaming #comedy #art #life #cute #travel #fashion #beauty #dance #food #pets #motivation #fitness #trending #gamer #minecraft #fortnite #gta #cod #apexlegends #pubg #valorant #leagueoflegends #roblox #makeup #skincare #hairstyle #beautyhacks #hairstyletutorial #skincaretips #makeuproutine #nails #tech #gadget #review #unboxing #iphone #android #apple #samsung #smartphone #laptop #viral #ai #mobile #movie #shorts #song #game #aiinindia #viral #video #viralvideo #shorts #youtubeshorts #youtube #youtuber #ai #trending #bestvideo #funny #tekthrill www.youtube.com https://youtube.com/@TEKTHRILL?si=rl1JYFFIjD5oqpJ3 Tekthrill The AI Tekthrill Future of AI Keyur Kuvadiya Youtube