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VentureBeat
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Why microservices might be finished as monoliths return with a vengeance
- The shift towards microservices started gaining momentum in the early 2010s, as tech companies recognized the limitations of monolithic architectures.
- However, recent trends show that many companies are moving away from microservices and returning to monolithic architectures due to challenges in achieving desired harmony.
- Migrating to microservices can lead to complex interactions between services, circular calls, and data integrity issues.
- The lack of well-defined domain boundaries in real-world systems often results in increased dependency on other services, leading to multiple issues.
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Medium
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Unveiling Mojo: The Programming Language Revolutionizing AI Development
- Mojo is a programming language revolutionizing AI development.
- Mojo bridges the gap between high-level programming and low-level performance optimization.
- Key features include unparalleled performance, Python interoperability, unified ecosystem, and AI-first design.
- Mojo offers faster execution speed, making real-time applications and large-scale systems more feasible.
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Medium
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Embedding the Unseen: Techniques for Representing Graphs in Neural Networks
- A straightforward approach to graph embedding involves obtaining node embeddings and aggregating them for all nodes in the graph.
- An enhanced approach involves introducing a virtual node that connects to all other nodes and represents the entire graph.
- Another method involves anonymous random walks to capture graph structural features effectively for embedding purposes.
- Graph embeddings are versatile tools with applications in tasks such as graph classification.
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Medium
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The Hidden Math Behind Image Blur
- Image blur filters or magic brushes used in photo editing are powered by mathematical operations.
- The blurring effect is achieved using mathematical concepts such as the Gaussian function.
- The Gaussian function is related to wave functions and probability distributions in quantum mechanics.
- The familiar Bell-shaped curve or normal curve from statistics is also connected to the Gaussian function.
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Medium
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Opportunities in the field of Data Science
- Data Science jobs are predicted to increase by 35% between 2022 and 2032, creating numerous job opportunities.
- Data-driven organizations have higher chances of retaining and acquiring customers.
- The marketing sector is expected to grow with the integration of AI.
- Customer support is evolving with the use of chatbots for communication and assistance.
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Medium
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The Ultimate Prompt Monitoring Pipeline
- The LLM Twin free course teaches you how to build an LLM system replica that incorporates your style and personality.
- The focus of lesson 10 introduces prompt monitoring into the LLM Twin production system.
- An essential task in prompt monitoring is to track the latency of generating an answer, the total input and output tokens, and to compute metrics relative to the relevance and precision of the retrieved context.
- When working with RAG systems, it is critical to log their full traces to reveal the entire process from when a user sends a query to when the final response is returned.
- To monitor a simple LLM call, we must annotate the function with the @opik.track(name=”…”) Python decorator.
- To monitor complex traces, we can aggregate all monitoring keys into a single trace using Opik monitoring SDK.
- The next step is to evaluate the samples collected from production, such as hallucination, toxicity, and response time metrics.
- The production data is collected in real-time from all the requests made by the clients.
- The evaluation pipeline can be shipped in either offline batch mode or evaluated each sample independently.
- Finally, we should hook the evaluation pipeline to an alarming system that alerts us when the application has moderation, hallucination, or other business issues.
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Medium
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tokenizations
- Tokenized words can be further processed for tasks like converting all words to lowercase, removing stop words, and stemming or lemmatization.
- Tokenized text is often converted into numerical form for machine learning models to understand.
- Optimization via Expectation-Maximization (EM) is used to compute the probability of each possible tokenization for a given sentence.
- The tokenizer can be trained on a custom dataset and saved as a json for further use.
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Dev
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Advent of Code 2024
- Advent of Code is a yearly programming puzzle event that runs from December 1st to December 25th.
- Participants solve daily programming puzzles ranging from simple to complex.
- The event is a great opportunity to learn new programming languages, sharpen skills, and have fun coding.
- There is an active and supportive community on Reddit for participants who may get stuck on puzzles.
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Medium
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Unlock Fliki’s Unbeatable Black Friday Deal: Transform Text into Stunning Videos!
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- Fliki revolutionizes video production with its user-friendly editor and lifelike voices in multiple languages.
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Medium
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Unlock Unbeatable Savings: Is This AI Tool the Ultimate Black Friday Find?
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Analyticsindiamag
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‘A Week at OpenAI Equals to Months in Another Company’
- OpenAI's first employee in India, Pragya Misra, describes the fast pace and dynamic nature of the company's work environment.
- Misra compares a week at OpenAI to months in other companies due to the constant shipping of updates and iteration on models.
- OpenAI's fast-moving and agile environment has been key to its success, allowing quick pivoting as new models become smarter.
- OpenAI shows support for India by celebrating ChatGPT's second birthday and expressing eagerness to assist Indian AI startups.
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Analyticsindiamag
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‘To Build an AI Startup in India, You Should Have a PhD,’ says Yann LeCun
- Yann LeCun, Meta's chief AI Scientist, believes that aspiring AI entrepreneurs in India should have a PhD or Masters before building a startup.
- LeCun emphasized the importance of formal training in innovation and said that a PhD offers significant advantages for entrepreneurs.
- He mentioned that having a PhD provides legitimacy in hiring talented individuals and makes it easier to raise funding.
- LeCun also advised startups to experiment with open-source models like Meta's Llama and praised AI projects that focus on language translation and cultural preservation.
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Analyticsindiamag
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Meet OpenAI’s First and Only India Employee
- OpenAI hired its first employee, Pragya Misra in India, to lead public policy and partnership for India.
- Misra has worked for True caller and was WhatsApp’s first employee in India, as well as being one of India's top amateur golfers.
- OpenAI is focuses on solving issues with AI for India, which is heavily populated with almost a billion smartphone users.
- India has the world's second-largest ChatGPT user base and the second-largest volume of developer community.
- OpenAI is taking India very seriously as it is an opportunity to build AGI for the benefit of all of humanity.
- Misra stated that if you can solve a problem for India, you can solve it for the world.
- Developers from India are actually very helpful for countries in Africa or Vietnam with coming up with healthcare and agriculture solutions.
- Several AI startups are trying to solve the same problems as OpenAI in India, but the company doesn't see them as competitors.
- Misra's favorite use case of AI is accessibility and how it can uplift marginalized people and help them contribute to society.
- She said there are Indian initiatives and startups that are already building products for the world and that OpenAI is penetrating the Indian market and creating an impact not just for the country but also beyond.
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Medium
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Unlock Up to $50 Off GeneratePress: Grab This Black Friday Deal Now!
- GeneratePress is a lightweight WordPress theme known for its speed, stability, and accessibility, with over 600,000 active installations and positive user reviews.
- Until December 3rd, GeneratePress is offering savings of up to $50, including GeneratePress One bundle with powerful WordPress tools.
- The theme focuses on speed, complies with accessibility standards, and undergoes thorough testing to ensure stability and compatibility with future WordPress updates.
- GeneratePress provides user support and a 30-day money-back guarantee, and offers a free version as well as premium options for enhanced features and customization.
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VentureBeat
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AI that clicks for you: Microsoft’s research points to the future of GUI automation
- Artificial intelligence agents powered by large language models (LLMs) are becoming capable of controlling graphical user interfaces (GUIs), allowing for natural language interaction and automated execution of actions.
- This technology, known as GUI agents, enables users to perform complex tasks through simple conversational commands, revolutionizing software interaction.
- Major tech companies like Microsoft and Google are incorporating GUI agent capabilities into their products to automate workflows and tasks.
- However, challenges remain, such as privacy concerns and the need for better safety guarantees, but advancements in local models, security measures, and evaluation frameworks are being made.
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