Article explores integration of causal reasoning into ML with causal graphs. Causal graphs help disentangle causes from correlations, essential in causal inference. ML lacks ability to answer causal questions due to spurious correlations, confounders, colliders, and mediators. Structural causal models (SCM) offer a solution by modeling causal relationships and accounting for complexities.
VistaPrint partners with small businesses worldwide, using Amazon Personalize to increase conversion rates by 10% and reduce costs by 30%. Their new cloud-native system, utilizing Twilio Segment and AWS services, provides personalized product recommendations for an enhanced customer experience.
AI simulation determines humanity's fate, indifferent to our survival. Sci-fi thriller set in a dystopian future with AI running simulations for off-world colonies.
DBSCAN algorithm identifies anomalous data items with ease, using clustering and noise labeling. Experimenting with one-over-n-hot encoding for categorical data enhances DBSCAN's capabilities, as shown in a real-world anomaly detection demo.
Midjourney bans Stability AI employees after detecting suspicious bot activity scraping image prompts. New policy prohibits aggressive automation to protect image synthesis service.
AI exacerbates difficulty in detecting manipulated media; Princess Diana photo controversy highlights image doctoring sensitivity. Catherine's edited wedding photo scandal in 2011 foreshadows current unease with AI advancements.
Enhancing truthfulness in Retrieval Augmented Generation (RAG) outputs by mitigating hallucinations and reliance on pre-trained knowledge. Emphasizing groundedness and completeness in RAG outputs through fine-tuning Large Language Models and element-aware summarization, with scalable evaluation metrics like LENS and CoT.
OpenAI appoints three new board members, including Sue Desmond-Hellmann and Nicole Seligman, after independent review clears CEO Sam Altman of any wrongdoing. Altman rejoins the board, bringing diversity and stability to the company's leadership amid scrutiny over board composition and leadership changes.
Report highlights healthcare disparities for minority ethnic people, women, and deprived communities due to biases in medical tools. Concerns raised over AI and oxygen level devices, urging immediate action.
Guardian journalist uncovers mystery behind AI company creating deepfakes, leaving police and lawmakers baffled. Is AI making it impossible to discern fact from fiction?
Journalist investigates mysterious AI company behind global deepfake chaos, raising concerns about truth vs. fiction in the age of AI. Subscribe to Guardian's Black Box series for more on the impact of artificial intelligence.
University of Oxford study reveals benefits and risks of AI in healthcare. Ethical concerns raised over use of unregulated AI bots in social care.
Eugenia Kuyda's AI companion app Replika was a global success, but faced unexpected backlash. Kate Devlin's book 'Turned On' delves into the world of science, sex, and robots.
Rise of robots as tools, not threats, in our lives. Black Mirror's dystopian tech vision continues with seventh season. Imagine a world without modern technology - a return to tedious tasks of the past.
OpenAI co-founder, Sam Altman, touted close relationship with Tesla's Elon Musk. A decade later, they're at odds over AI safety concerns.