Generative AI in the Digital Space : From Ideation to Presentation Tutorial

Discover our workshop on generative AI applied to digital. We begin our journey by identifying specific application areas focusing on key sectors such as security, optimization, and cloud computing. Then, we delve into the precise definition of goals and requirements helping you to clarify not only your aspirations but also technical and budgetary constraints. The heart of our workshop lies in the detailed design of the project, how to structure your ideas, plan development stages, and allocate necessary resources. Finally, we offer advice on effectively presenting your project highlighting your motivations, proposed solutions, and future steps. Whether you're a novice in AI or a professional looking to broaden your horizons this video gives you the tools to turn innovation into reality in the current digital landscape.

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Objectifs :

This workshop aims to equip participants with the knowledge and skills to effectively apply generative AI in addressing specific challenges within their sectors, particularly focusing on security and resource optimization in the digital realm.


Chapitres :

  1. Introduction to Generative AI
    Welcome to this specialized workshop on generative AI in the digital realm. In today's digital age, it is essential to learn how to apply this technology to tackle specific challenges in various sectors.
  2. Identifying Application Areas
    To begin, identify an application area relevant to your interests and expertise. For instance, in the field of security, consider whether you want to analyze traffic to detect intrusions. Alternatively, in optimization, you might focus on improving resource allocation in cloud environments. Your choice should reflect both industry trends and your personal interests.
  3. Defining Objectives and Requirements
    Once you have identified your application area, clarify your vision for a project focused on security. For example, an objective could be to detect 95% of intrusions in real-time. Consider the essential functionalities required for your project and think about integration with other tools. Additionally, outline the technical requirements, such as the need for real-time processing or a specific volume of storage. Be sure to list any constraints you may face, whether they are budgetary, temporal, or technological.
  4. Project Design
    Next, structure your project journey. If your goal is to optimize cloud resources, determine the necessary steps, which may include: - Analyzing current resource usage - Selecting appropriate AI algorithms - Integration and testing - Deployment Each step will require specific resources, such as skills in machine learning or familiarity with certain cloud platforms.
  5. Project Presentation
    It is now time to present your project idea with clarity and precision. If your project focuses on cloud optimization, showcase before-and-after comparisons of resource usage. Clearly explain the benefits, such as cost reduction or performance improvement. Be prepared to anticipate questions regarding challenges encountered during the project and discuss potential future steps.
  6. Conclusion
    In conclusion, the digital world is rapidly evolving, and generative AI presents unexplored opportunities. Through careful planning and execution, you can transform your ideas into concrete solutions that will shape the future.

FAQ :

What is generative AI?

Generative AI refers to artificial intelligence systems that can create new content, such as text, images, or music, based on the patterns and information they have learned from existing data.

How can generative AI be applied in security?

In security, generative AI can be used for intrusion detection by analyzing network traffic to identify and respond to potential threats in real-time.

What are the key objectives for a security-focused project?

Key objectives may include detecting a certain percentage of intrusions in real-time, ensuring integration with existing tools, and defining essential functionalities based on project requirements.

What steps are involved in project design?

Project design involves defining objectives, identifying requirements, analyzing current resource usage, selecting appropriate AI algorithms, and planning for integration, testing, and deployment.

What should I consider when presenting my project?

When presenting your project, focus on clarity and precision. Use before-and-after comparisons to illustrate improvements, explain benefits like cost reduction, and be prepared to address potential challenges.

What are the benefits of using generative AI in cloud optimization?

Using generative AI in cloud optimization can lead to improved resource allocation, cost savings, and enhanced performance by analyzing usage patterns and automating adjustments.


Quelques cas d'usages :

Intrusion Detection in Cybersecurity

Organizations can implement generative AI to analyze network traffic in real-time, enhancing their ability to detect and respond to intrusions, thereby improving overall security posture.

Cloud Resource Optimization

Businesses can utilize generative AI to optimize cloud resource allocation by analyzing current usage patterns and automating adjustments, leading to cost savings and improved performance.

Real-Time Data Processing for Financial Services

Financial institutions can apply generative AI for real-time processing of transactions to detect fraudulent activities, ensuring faster response times and enhanced security.

AI-Driven Marketing Strategies

Marketing teams can leverage generative AI to analyze customer data and generate personalized content, improving engagement and conversion rates.

Healthcare Data Analysis

Healthcare providers can use generative AI to analyze patient data for better diagnosis and treatment plans, improving patient outcomes and operational efficiency.


Glossaire :

Generative AI

A type of artificial intelligence that can generate new content, such as text, images, or music, based on the data it has been trained on.

Intrusion Detection

The process of monitoring network traffic for suspicious activity and potential threats, often used in cybersecurity.

Resource Allocation

The process of distributing available resources in an efficient manner, particularly in cloud computing environments.

Real-Time Processing

The ability to process data and provide immediate output or feedback, crucial for applications like intrusion detection.

Machine Learning

A subset of artificial intelligence that involves training algorithms to learn from and make predictions based on data.

Cloud Platforms

Online services that provide computing resources and storage over the internet, allowing for scalable and flexible resource management.

Project Design

The process of planning and structuring a project, including defining objectives, requirements, and steps to achieve the desired outcome.

Deployment

The process of implementing a project or application in a live environment, making it available for use.

00:00:04
Welcome to this specialized workshop
00:00:06
on generative AI in the digital realm.
00:00:09
In the digital age,
00:00:11
let's learn to apply this technology to
00:00:13
address specific challenges in our sector.
00:00:16
Identification of an application
00:00:17
area For example. In security,
00:00:19
are you considering analyzing traffic to
00:00:21
detect intrusions or in optimization,
00:00:23
do you want to improve resource
00:00:26
allocation in a cloud?
00:00:27
The choice should reflect not
00:00:29
only the trends in the sector,
00:00:31
but also your interests and expertise.
00:00:34
Definition of objectives and requirements.
00:00:38
Clarify your vision for a
00:00:40
security focused project.
00:00:42
An objective could be detect
00:00:44
95% of intrusions in real time.
00:00:46
What functionalities are essential?
00:00:48
Integration with other tools?
00:00:50
Perhaps Think about technical requirements
00:00:52
such as the need for real time
00:00:55
processing or a certain volume of storage.
00:00:57
List your constraints,
00:00:59
whether they are budgetary,
00:01:00
temporal or technological.
00:01:03
Project design.
00:01:04
Let's structure the journey.
00:01:06
If your goal is to optimize cloud resources,
00:01:09
determine the steps,
00:01:11
analysis of current resource usage,
00:01:13
selection of appropriate AI algorithms.
00:01:17
Integration and testing.
00:01:19
Deployment.
00:01:22
Each step will require specific resources,
00:01:24
whether it be skills in machine
00:01:27
learning or specific cloud platforms.
00:01:29
Project presentation It's
00:01:30
time to sell your idea.
00:01:32
Present with clarity and precision.
00:01:34
If your project is about cloud optimization,
00:01:37
show before after comparisons
00:01:39
of resource usage.
00:01:40
Explain the benefits such as cost
00:01:43
reduction or performance improvement.
00:01:45
Anticipate questions about the
00:01:47
challenges encountered and be
00:01:48
prepared to discuss future steps.
00:01:51
Conclusion The digital world is
00:01:53
rapidly evolving and generative.
00:01:55
AI offers unexplored avenues through
00:01:58
careful planning and execution.
00:02:00
Transform your ideas into concrete
00:02:02
solutions that shape the future.

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00:00:04
Bem-vindo a este workshop especializado
00:00:06
sobre IA generativa no domínio digital.
00:00:09
Na era digital,
00:00:11
Vamos aprender a aplicar esta tecnologia a
00:00:13
dar resposta a desafios específicos no nosso setor.
00:00:16
Identificação de um pedido
00:00:17
área Por exemplo. Em segurança,
00:00:19
você está considerando analisar o tráfego para
00:00:21
detetar intrusões ou na otimização,
00:00:23
você quer melhorar o recurso
00:00:26
alocação em uma nuvem?
00:00:27
A escolha não deve refletir
00:00:29
apenas as tendências do sector,
00:00:31
mas também os seus interesses e conhecimentos.
00:00:34
Definição de objetivos e requisitos.
00:00:38
Esclareça a sua visão para um
00:00:40
projeto focado em segurança.
00:00:42
Um objetivo poderia ser detetado
00:00:44
95% das intrusões em tempo real.
00:00:46
Que funcionalidades são essenciais?
00:00:48
Integração com outras ferramentas?
00:00:50
Talvez pense nos requisitos técnicos
00:00:52
como a necessidade de tempo real
00:00:55
ou um determinado volume de armazenamento.
00:00:57
Liste suas restrições,
00:00:59
se são orçamentais,
00:01:00
temporal ou tecnológico.
00:01:03
Conceção de projetos.
00:01:04
Vamos estruturar a jornada.
00:01:06
Se o seu objetivo é otimizar os recursos da nuvem,
00:01:09
determinar os passos,
00:01:11
análise da utilização atual dos recursos,
00:01:13
seleção de algoritmos de IA apropriados.
00:01:17
Integração e testes.
00:01:19
Implantação.
00:01:22
Cada etapa exigirá recursos específicos,
00:01:24
quer se trate de habilidades em máquina
00:01:27
aprendizagem ou plataformas de nuvem específicas.
00:01:29
Apresentação do projeto É
00:01:30
Hora de vender a sua ideia.
00:01:32
Apresente com clareza e precisão.
00:01:34
Se o seu projeto é sobre otimização de nuvem,
00:01:37
mostrar antes depois das comparações
00:01:39
de utilização de recursos.
00:01:40
Explicar os benefícios, como o custo
00:01:43
redução ou melhoria de desempenho.
00:01:45
Antecipe perguntas sobre o
00:01:47
desafios encontrados e ser
00:01:48
preparados para discutir as etapas futuras.
00:01:51
Conclusão O mundo digital é
00:01:53
em rápida evolução e generativa.
00:01:55
A IA oferece caminhos inexplorados através de
00:01:58
planeamento e execução cuidadosos.
00:02:00
Transforme as suas ideias em concretas
00:02:02
soluções que moldam o futuro.

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00:00:04
Benvenuti in questo laboratorio specializzato
00:00:06
sull'intelligenza artificiale generativa nel regno digitale.
00:00:09
Nell'era digitale,
00:00:11
impariamo ad applicare questa tecnologia a
00:00:13
affrontare sfide specifiche nel nostro settore.
00:00:16
Identificazione di un'applicazione
00:00:17
area Ad esempio. In materia di sicurezza,
00:00:19
stai pensando di analizzare il traffico verso
00:00:21
rilevare intrusioni o operazioni di ottimizzazione,
00:00:23
vuoi migliorare le risorse
00:00:26
allocazione in un cloud?
00:00:27
La scelta dovrebbe riflettere no
00:00:29
solo le tendenze del settore,
00:00:31
ma anche i tuoi interessi e le tue competenze.
00:00:34
Definizione degli obiettivi e dei requisiti.
00:00:38
Chiarisci la tua visione per un
00:00:40
progetto incentrato sulla sicurezza.
00:00:42
Un obiettivo potrebbe essere individuato
00:00:44
95% delle intrusioni in tempo reale.
00:00:46
Quali funzionalità sono essenziali?
00:00:48
Integrazione con altri strumenti?
00:00:50
Forse pensate ai requisiti tecnici
00:00:52
come la necessità di tempo reale
00:00:55
elaborazione o un determinato volume di archiviazione.
00:00:57
Elenca i tuoi vincoli,
00:00:59
se sono di bilancio,
00:01:00
temporali o tecnologici.
00:01:03
Design del progetto.
00:01:04
Strutturiamo il viaggio.
00:01:06
Se il tuo obiettivo è ottimizzare le risorse cloud,
00:01:09
determinare i passaggi,
00:01:11
analisi dell'uso attuale delle risorse,
00:01:13
selezione di algoritmi di intelligenza artificiale appropriati.
00:01:17
Integrazione e test.
00:01:19
Implementazione.
00:01:22
Ogni passaggio richiederà risorse specifiche,
00:01:24
che si tratti di competenze in macchina
00:01:27
apprendimento o piattaforme cloud specifiche.
00:01:29
Presentazione del progetto It's
00:01:30
è ora di vendere la tua idea.
00:01:32
Presenta con chiarezza e precisione.
00:01:34
Se il tuo progetto riguarda l'ottimizzazione del cloud,
00:01:37
mostra prima dopo i confronti
00:01:39
dell'utilizzo delle risorse.
00:01:40
Spiegare i vantaggi, ad esempio i costi
00:01:43
riduzione o miglioramento delle prestazioni.
00:01:45
Anticipa le domande sul
00:01:47
sfide incontrate ed essere
00:01:48
pronti a discutere le fasi future.
00:01:51
Conclusione Il mondo digitale è
00:01:53
in rapida evoluzione e generativo.
00:01:55
L'IA offre strade inesplorate attraverso
00:01:58
pianificazione ed esecuzione accurate.
00:02:00
Trasforma le tue idee in concrete
00:02:02
soluzioni che danno forma al futuro.

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00:00:04
Добро пожаловать на этот специализированный семинар
00:00:06
о генеративном искусственном интеллекте в цифровой сфере.
00:00:09
В цифровую эпоху
00:00:11
давайте научимся применять эту технологию к
00:00:13
решить конкретные проблемы в нашем секторе.
00:00:16
Идентификация заявки
00:00:17
Например, область. В сфере безопасности,
00:00:19
Рассматриваете ли вы возможность анализа трафика на
00:00:21
выявлять вторжения или проводить оптимизацию,
00:00:23
хотите улучшить ресурс
00:00:26
распределение в облаке?
00:00:27
Выбор должен отражать, а не
00:00:29
только тенденции в секторе,
00:00:31
но также ваши интересы и опыт.
00:00:34
Определение целей и требований.
00:00:38
Уточните свое видение
00:00:40
проект, ориентированный на безопасность.
00:00:42
Цель может быть обнаружена
00:00:44
95% вторжений в реальном времени.
00:00:46
Какие функции необходимы?
00:00:48
Интеграция с другими инструментами?
00:00:50
Возможно, подумайте о технических требованиях
00:00:52
например, необходимость в реальном времени
00:00:55
обработка или определенный объем хранилища.
00:00:57
Перечислите свои ограничения,
00:00:59
носят ли они бюджетный характер,
00:01:00
временные или технологические.
00:01:03
Дизайн проекта.
00:01:04
Давайте структурируем путешествие.
00:01:06
Если ваша цель — оптимизировать облачные ресурсы,
00:01:09
определите шаги,
00:01:11
анализ текущего использования ресурсов,
00:01:13
выбор подходящих алгоритмов искусственного интеллекта.
00:01:17
Интеграция и тестирование.
00:01:19
Развертывание.
00:01:22
Каждый шаг потребует определенных ресурсов,
00:01:24
будь то навыки работы на станке
00:01:27
обучение или конкретные облачные платформы.
00:01:29
Презентация проекта Это
00:01:30
время продать свою идею.
00:01:32
Презентуйте четко и точно.
00:01:34
Если ваш проект связан с облачной оптимизацией,
00:01:37
показать «до» после сравнений
00:01:39
использования ресурсов.
00:01:40
Объясните преимущества, такие как стоимость
00:01:43
снижение или повышение производительности.
00:01:45
Представьте себе вопросы по
00:01:47
возникшие и предстоящие проблемы
00:01:48
готовы к обсуждению будущих шагов.
00:01:51
Заключение Цифровой мир — это
00:01:53
быстро развивается и генерирует.
00:01:55
Искусственный интеллект открывает неизведанные возможности
00:01:58
тщательное планирование и исполнение.
00:02:00
Превратите свои идеи в конкретные
00:02:02
решения, формирующие будущее.

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00:00:04
Bienvenido a este taller especializado
00:00:06
sobre la IA generativa en el ámbito digital.
00:00:09
En la era digital,
00:00:11
aprendamos a aplicar esta tecnología a
00:00:13
abordar los desafíos específicos de nuestro sector.
00:00:16
Identificación de una aplicación
00:00:17
área Por ejemplo. En seguridad,
00:00:19
¿estás pensando en analizar el tráfico para
00:00:21
detectar intrusiones o en fase de optimización,
00:00:23
¿quieres mejorar los recursos
00:00:26
asignación en la nube?
00:00:27
La elección no debería reflejar
00:00:29
solo las tendencias del sector,
00:00:31
sino también sus intereses y experiencia.
00:00:34
Definición de objetivos y requisitos.
00:00:38
Aclare su visión de un
00:00:40
proyecto centrado en la seguridad.
00:00:42
Un objetivo podría ser detectar
00:00:44
El 95% de las intrusiones en tiempo real.
00:00:46
¿Qué funcionalidades son esenciales?
00:00:48
¿Integración con otras herramientas?
00:00:50
¿Quizás piense en los requisitos técnicos
00:00:52
como la necesidad de tiempo real
00:00:55
procesamiento o un cierto volumen de almacenamiento.
00:00:57
Enumere sus restricciones,
00:00:59
si son presupuestarias,
00:01:00
temporal o tecnológico.
00:01:03
Diseño de proyectos.
00:01:04
Estructuremos el viaje.
00:01:06
Si su objetivo es optimizar los recursos de la nube,
00:01:09
determine los pasos,
00:01:11
análisis del uso actual de los recursos,
00:01:13
selección de algoritmos de IA apropiados.
00:01:17
Integración y pruebas.
00:01:19
Despliegue.
00:01:22
Cada paso requerirá recursos específicos,
00:01:24
ya se trate de habilidades en la máquina
00:01:27
aprendizaje o plataformas en la nube específicas.
00:01:29
Presentación del proyecto Es
00:01:30
es hora de vender tu idea.
00:01:32
Presente con claridad y precisión.
00:01:34
Si su proyecto trata sobre la optimización de la nube,
00:01:37
mostrar las comparaciones de antes y después
00:01:39
del uso de los recursos.
00:01:40
Explique los beneficios, como el costo
00:01:43
reducción o mejora del rendimiento.
00:01:45
Anticipe las preguntas sobre la
00:01:47
desafíos encontrados y ser
00:01:48
preparado para discutir los pasos futuros.
00:01:51
Conclusión El mundo digital es
00:01:53
en rápida evolución y generativo.
00:01:55
La IA ofrece vías de acceso inexploradas
00:01:58
planificación y ejecución cuidadosas.
00:02:00
Transforma tus ideas en concretas
00:02:02
soluciones que dan forma al futuro.

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00:00:04
Welkom bij deze gespecialiseerde workshop
00:00:06
over generatieve AI in de digitale wereld.
00:00:09
In het digitale tijdperk
00:00:11
laten we leren deze technologie toe te passen op
00:00:13
specifieke uitdagingen in onze sector aanpakken.
00:00:16
Identificatie van een aanvraag
00:00:17
gebied bijvoorbeeld. Op het gebied van beveiliging
00:00:19
overweegt u het verkeer te analyseren naar
00:00:21
inbraken detecteren of optimaliseren,
00:00:23
wilt u de hulpbron verbeteren
00:00:26
allocatie in een cloud?
00:00:27
De keuze moet een weerspiegeling zijn van niet
00:00:29
alleen de trends in de sector,
00:00:31
maar ook je interesses en expertise.
00:00:34
Definitie van doelstellingen en vereisten.
00:00:38
Verduidelijk je visie voor een
00:00:40
project gericht op beveiliging.
00:00:42
Een doel zou kunnen worden gedetecteerd
00:00:44
95% van de inbraken in realtime.
00:00:46
Welke functionaliteiten zijn essentieel?
00:00:48
Integratie met andere tools?
00:00:50
Denk misschien na over technische vereisten
00:00:52
zoals de behoefte aan realtime
00:00:55
verwerking of een bepaalde hoeveelheid opslag.
00:00:57
Maak een lijst van je beperkingen,
00:00:59
of ze budgettair zijn,
00:01:00
tijdelijk of technologisch.
00:01:03
Ontwerp van het project.
00:01:04
Laten we de reis structureren.
00:01:06
Als het uw doel is om cloudbronnen te optimaliseren,
00:01:09
de stappen bepalen,
00:01:11
analyse van het huidige gebruik van hulpbronnen,
00:01:13
selectie van geschikte AI-algoritmen.
00:01:17
Integratie en testen.
00:01:19
Implementatie.
00:01:22
Voor elke stap zijn specifieke middelen nodig,
00:01:24
of het nu gaat om vaardigheden in de machine
00:01:27
leermiddelen of specifieke cloudplatforms.
00:01:29
Projectpresentatie Het is
00:01:30
tijd om je idee te verkopen.
00:01:32
Presenteer met duidelijkheid en precisie.
00:01:34
Als uw project over cloudoptimalisatie gaat,
00:01:37
voor na vergelijkingen weergeven
00:01:39
van het gebruik van hulpbronnen.
00:01:40
Leg de voordelen uit, zoals de kosten
00:01:43
vermindering of prestatieverbetering.
00:01:45
Anticipeer op vragen over de
00:01:47
uitdagingen die we hebben ondervonden en
00:01:48
bereid om toekomstige stappen te bespreken.
00:01:51
Conclusie De digitale wereld is
00:01:53
snel evoluerend en generatief.
00:01:55
AI biedt onontgonnen wegen
00:01:58
zorgvuldige planning en uitvoering.
00:02:00
Zet je ideeën om in concrete
00:02:02
oplossingen die de toekomst vormgeven.

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00:00:04
Witamy na specjalistycznych warsztatach
00:00:06
o generatywnej sztucznej inteligencji w sferze cyfrowej.
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W erze cyfrowej,
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Nauczmy się stosować tę technologię do
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stawiamy czoła konkretnym wyzwaniom w naszym sektorze.
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Identyfikacja wniosku
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Obszar Na przykład. W zabezpieczeniach
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czy rozważasz analizę ruchu do
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wykrywać włamania lub optymalizować,
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Czy chcesz ulepszyć zasoby
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alokacja w chmurze?
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Wybór nie powinien odzwierciedlać
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tylko tendencje w sektorze,
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ale także Twoje zainteresowania i wiedzę.
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Definicja celów i wymagań.
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Wyjaśnij swoją wizję
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Projekt skoncentrowany na bezpieczeństwie.
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Cel można wykryć
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95% włamań w czasie rzeczywistym.
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Jakie funkcje są niezbędne?
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Integracja z innymi narzędziami?
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Być może pomyśl o wymaganiach technicznych
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takie jak potrzeba czasu rzeczywistego
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przetwarzanie lub pewna objętość przechowywania.
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Wymień swoje ograniczenia,
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czy są one budżetowe,
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czasowe lub technologiczne.
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Projekt projektu.
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Uporządkujmy podróż.
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Jeśli Twoim celem jest optymalizacja zasobów w chmurze,
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określ kroki,
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analiza bieżącego wykorzystania zasobów,
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Wybór odpowiednich algorytmów AI.
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Integracja i testowanie.
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Wdrożenie.
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Każdy krok będzie wymagał określonych zasobów,
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czy to umiejętności w maszynie
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edukacyjne lub konkretne platformy chmurowe.
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Prezentacja projektu To jest
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Czas sprzedać swój pomysł.
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Prezentowane z przejrzystością i precyzją.
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Jeśli Twój projekt dotyczy optymalizacji chmury,
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pokaż przed porównaniem
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wykorzystania zasobów.
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Wyjaśnij korzyści, takie jak koszt
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redukcja lub poprawa wydajności.
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Przewiduj pytania dotyczące
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Wyzwania napotkane i być
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przygotowany do omówienia przyszłych kroków.
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Wniosek Świat cyfrowy jest
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Szybko rozwijający się i generatywny.
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Sztuczna inteligencja oferuje niezbadane drogi
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Staranne planowanie i realizacja.
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Przekształć swoje pomysły w konkretne
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Rozwiązania, które kształtują przyszłość.

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Üdvözöljük ebben a speciális műhelyben
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a generatív mesterséges intelligenciáról a digitális birodalomban.
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A digitális korban,
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tanuljuk meg alkalmazni ezt a technológiát
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az ágazatunk sajátos kihívásainak kezelése.
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A kérelem azonosítása
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Terület Például. Biztonságban,
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fontolgatja a forgalom elemzését
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a behatolások észlelése vagy az optimalizálás során,
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javítani szeretné az erőforrást
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elosztás felhőben?
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A választásnak nem kell tükröznie
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csak az ágazat tendenciáit,
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de érdeklődési körét és szakértelmét is.
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A célok és követelmények meghatározása.
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Tisztázza elképzelését a
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Biztonságközpontú projekt.
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Célkitűzés észlelhető
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A behatolások 95% -a valós időben.
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Milyen funkciók nélkülözhetetlenek?
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Integráció más eszközökkel?
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Talán gondoljon a műszaki követelményekre
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mint például a valós idő szükségessége
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feldolgozás vagy bizonyos mennyiségű tárolás.
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Sorolja fel a korlátozásokat,
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függetlenül attól, hogy költségvetés-e,
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időbeli vagy technológiai.
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Projekttervezés.
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Szervezzük fel az utazást.
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Ha a cél a felhőalapú erőforrások optimalizálása,
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határozza meg a lépéseket,
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a jelenlegi erőforrás-felhasználás elemzése,
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megfelelő AI algoritmusok kiválasztása.
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Integráció és tesztelés.
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Telepítés.
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Minden lépés konkrét erőforrásokat igényel,
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legyen szó gépi készségekről
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tanulási vagy speciális felhőplatformok.
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Projekt bemutatása Ez
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Ideje eladni az ötletedet.
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Világosan és pontosan jelenjen meg.
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Ha a projekt a felhőoptimalizálásról szól,
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mutasd meg az összehasonlítás után
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erőforrás-felhasználásról.
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Magyarázza el az előnyöket, például a költségeket
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csökkentés vagy teljesítmény javítása.
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Előreláld a kérdéseket a
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felmerülő kihívások és legyenek
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Felkészültek a jövőbeli lépések megvitatására.
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Következtetés A digitális világ az
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Gyorsan fejlődő és generatív.
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Az AI felfedezetlen utakat kínál
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gondos tervezés és végrehajtás.
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Átalakítsa ötleteit konkréttá
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Olyan megoldások, amelyek formálják a jövőt.

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Mandarine AI: WHAT YOU SHOULD KNOW

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