Papers by Morgan kihara

The World Health Organisation believes that climate change will reverse 50 years of health improv... more The World Health Organisation believes that climate change will reverse 50 years of health improvements worldwide, and that the poorest people have suffered the most significant impact. The healthcare industry is also part of the problem, and it is estimated to contribute approximately 4-5 per cent of global greenhouse gas emissions. In cities, the situation is no less alarming, as the effects of heat islands are disproportionately high, and low-income neighborhoods are less endowed with green space, and older buildings are overrepresented. It is a vicious circle: the more systems are not invested to be resilient to climate shocks, the more vulnerable they are to climate shocks, the more damaged by them and the less have resources to recover and prepare to face further shocks. The mobile health apps can offer personalized advice on how to protect oneself against the heat and fix the air quality as well as some mental health services depending on the climate.

This five-year strategic growth plan for Just Toyz, an international e-commerce toy wholesaler op... more This five-year strategic growth plan for Just Toyz, an international e-commerce toy wholesaler operating in the Japanese and UK markets, is designed to generate continuous growth and sustain its competitive advantages within the global toy industry. Drawing upon strategic management theory, the report evaluates various schools of strategy and concludes that the processual school is the most suitable, owing to its agility in addressing volatile market conditions. With distribution channels and price points increasingly saturated, differentiation emerges as a critical factor in solidifying Just Toyz’s market position. Key recommendations include customizing product offerings to align with cultural preferences, enhancing e-commerce capabilities, and establishing sustainability goals. Initiating efforts every few months can yield short-term objectives such as inventory optimization, targeted marketing campaigns, and product line expansion. Over the long term, the focus is on global market entry, fostering innovation through R&D, and integrating sustainability into core operations. By leveraging technology, partnerships, and customer insights as growth drivers, Just Toyz is positioned to become a leader in the global toy marketplace while remaining dedicated to its mission of delivering joy, learning, and sustainability to customers worldwide.
Drafts by Morgan kihara
Thesis Chapters by Morgan kihara

Privacy within the systems becomes of paramount concern as AI systems handle more and more sensit... more Privacy within the systems becomes of paramount concern as AI systems handle more and more sensitive data. Summarize and compare two recent techniques proposed that fit under the federated learning and differential privacy frameworks. Model training across decentralized data sources through federated learning steers clear of the need for centralized data aggregation while maintaining individual data privacy. Another model of Privacy, known as differential Privacy, ensures that the output of AI models shows no such characteristics that could reverse-derive sensitive information regarding any point of individual data. In it, we briefly describe each method's principles, advantages, limitations, and application areas. We add practical importance to our work through Python implementation. This takes place in a simulated environment to demonstrate how federated learning, combined with differential Privacy, might be applied in developing systems to protect the Privacy of AI better. This enlightens the techniques of privacy enhancement in AI and their effectiveness, as well as the usability insights of privacy-enhancing techniques in real scenarios
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Papers by Morgan kihara
Drafts by Morgan kihara
Thesis Chapters by Morgan kihara