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Gain an understanding of various financial risks, the benefits of portfolio diversification, and the fundamental trade-off between risk and return. This book takes an in-depth journey into the world of quantitative risk management using Python, focusing on credit and market risk, with an extension to model risk.You'll start by reviewing the different types of financial risk, the benefit of diversification in a portfolio, and the fundamental trade-off between risk and return. The book then offers an in-depth look at managing credit and market risk in today's dynamic markets, all with practical Python implementations. Moving on, you’ll examine common hedging strategies used to manage investment positions, along with practical implementations on evaluating risk-adjusted, as well as downside risk measures. Finally, you’ll be introduced to common risks related to the development and use of machine learning models in finance. Whether you're a finance professional, academic, or student, Quantitative Risk Management Using Python will empower you to make informed decisions in today's complex financial landscape.What You Will Learn Explore techniques to assess and manage the risk of default by borrowers or counterparties. Identify, measure, and mitigate risks arising from fluctuations in market prices. Understand how derivatives can be employed for risk management purposes. Delve into both static and dynamic hedging techniques to protect investment positions, including practical applications for evaluating risk-adjusted and downside risk measures. Identify and address risks associated with the development and deployment of machine learning models in financial contexts. Who This Book Is ForFinance professionals, academics, and students seeking to deepen their understanding of Quantitative Risk Management using Python, especially those interested in navigating the intricate domains of credit, market and model risk within the financial sector and beyond.

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Speaker for the Dead, the second novel in Orson Scott Card's The Ender Saga, is the winner of the 1986 Nebula Award for Best Novel and the 1987 Hugo Award for Best Novel.In the aftermath of his terrible war, Ender Wiggin disappeared, and a powerful voice arose: The Speaker for the Dead, who told the true story of the Bugger War.Now, long years later, a second alien race has been discovered, but again the aliens' ways are strange and frightening...again, humans die. And it is only the Speaker for the Dead, who is also Ender Wiggin the Xenocide, who has the courage to confront the mystery...and the truth.THE ENDER UNIVERSEEnder seriesEnder's Game / Ender in Exile / Speaker for the Dead / Xenocide / Children of the MindEnder's Shadow seriesEnder's Shadow / Shadow of the Hegemon / Shadow Puppets / Shadow of the Giant / Shadows in FlightChildren of the FleetThe First Formic War (with Aaron Johnston)Earth Unaware / Earth Afire / Earth AwakensThe Second Formic War (with Aaron Johnston)The Swarm /The HiveEnder novellasA War of Gifts /First Meetings

Intelligent dust mite removal for a new skin-friendly experience. 14 kPa cyclone suction power: instant deep suction of dust mites Transparent dust collection compartment: deep filtration and easy dust disposal LED smart display: tri-colour smart sensor ring Real-time detection of dust mites: intelligent suction adjustment Three levels: targeted and comprehensive mite removal UV sterilisation: 97% mite removal and 99% bacterial removal Hot air drying keeps bedding dry and fresh Dust mites are found everywhereDust mites inhabit nearly every nook and cranny, posing constant threats to human health. Studies indicate* that dust mites are potent allergens and can cause numerous allergic reactions such as allergic rhinitis and dermatitis, with symptoms such as enlarged pores and acne also being clinical signs of mite-induced dermatitis.*Refers to Clinical Research Progress on Human Demodex Mites and Skin Health from the Chinese Journal of Aesthetic and Plastic Surgery, Issue 8, Volume 29, August 2018.Highly efficient six-stage mite removal High-frequency beating: dislodges mite barbs Soft roller brush sweeps up dust mites swiftly Cyclone suction: instant dust mite suction Physical ultrasound: safe and residue-free UV light mite eradication: 97% mite removal and 99% bacterial removal Hot air drying destroys the mites' living environment Patented electric spiral roller brush*The patented electric roller brush is powered by a dedicated motor for high-speed rotation, driving the rubber strips and soft bristles to perform 48,000 beating actions per minute*. The spiral design ensures thorough dust and mite removal, cleaning gently without damaging fabrics.*Patent for electric spiral roller brush: Chinese utility model patent. Patent No.: ZL202021953052.8.UV light exposureUV light effectively deactivates mites, achieving a 97% mite removal rate and a 99% sterilisation rate. It is complemented with ultrasonic technology for comprehensive mite and allergy protection. A distance-sensing safety mechanism automatically turns off the UV light when the cleaner is lifted from the surface to prevent UV leakage.14 kPa cyclone suction powerFeaturing a 400 W high-performance motor that unleashes a powerful 14 kPa cyclone suction and a 20cm wide intake nozzle to ensure penetration deep into bedding to extract hidden mites and their excrement.Advanced cyclonic dust separation airflowThe newly upgraded cyclonic dust separation airflow combined with a stainless-steel filter mesh, filter element, and cotton filter, forms a robust four-layer filtration system. It can capture mites while instantly separating dust from air and continuously maintaining strong suction.55 °C hot air dryingSimultaneously emits 55 °C hot air during mite removal to reduce mite activity deep within bedding. Continual drying keeps bedding dry and fluffy, suppressing mite and bacterial regeneration.Innovative LED smart displayTri-colour smart indicator for real-time feedback. Features an LED digital display with an integrated intelligent sensing system that continuously monitors dust mites in fabrics. The smart indicator changes colour to show current mite conditions.Revamped 0.5 L capsule dust compartmentThe dust compartment has been redesigned and upgraded into a visible capsule that makes the mite removal process transparent. The dust compartment disassembles with one press, making dust disposal effortless and clean, enhancing the disposal experience. Versatile cleaning modesEquipped with three power settings for different fabric thicknesses: low suction, smart mode, high suction. It can be started with one click of a button and adjustable suction power ensures deep cleaning across all types of textiles, from living room sofas to bedroom mattresses and children's dolls.Real-time sensing and precise monitoring Smart mode: multiple cleaning scenarios. Automatically adjusts suction power based on the presence of dust mites. Low suction: regular cleaning and maintenance. Clean soft fabrics like plush toys and duvets. High suction: deep cleaning. Target harder materials like mattresses and sofas. Meticulous attention to detail for an enhanced experience Washable components: eco-friendly and reusable. After washing, ensure components are thoroughly dried before reassembly. It is recommended to replace the filter replacement every 2 to 3 months. Push-button on/off switch – easily toggle between modes. Comfortable handle – easy grip.