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Data Science News
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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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!
- Unlock the power of AI-driven content creation with Fliki's innovative services.
- 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?
- Sure! emerges as a remarkable tool, blending user-friendly features with robust capabilities.
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- Experience its easy-to-use interface, competitive pricing, and strong community support.
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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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Medium
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How Nginx Handles Thousands of Concurrent Requests
- Nginx (Engine-X) handles thousands of concurrent requests efficiently using a different approach compared to traditional web servers.
- Unlike traditional servers, Nginx doesn't create separate threads or processes for each request.
- Nginx uses a fixed number of worker processes that listen for incoming requests and handle them efficiently.
- This approach reduces resource consumption, avoids context switching overhead, and allows Nginx to handle a large number of connections per worker process.
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Medium
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Weapons of Math Destruction, A Book Review
- Cathy O'Neil's book 'Weapons of Math Destruction' discusses the impact of algorithms in various aspects of our lives.
- She argues that these algorithms, advertised as fair and objective, actually perpetuate biases and discrimination.
- The book provides guidelines to identify problematic algorithms and recommends auditing and regulations to control them.
- It emphasizes the need for a moral and ethical framework as AI models become more powerful and integrated.
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Medium
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How I Traveled to Tax-Free Crypto Countries with Just One Promo Code
- A traveler shares their experience of using a promo code to travel to tax-free crypto countries in Europe.
- They came across the promo code MYBTC24 on https://swapx.one/, which offered 0.15 BTC for free.
- With the free Bitcoin, they were able to finance their trip to Portugal and Malta, both tax-free crypto-friendly countries.
- The traveler highlights the opportunities for crypto enthusiasts and miners in tax-free countries like Switzerland and Estonia.
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Medium
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A Beautiful Tomorrow: How Autonomous Agents Will Create Universal Abundance
- Autonomous agents are creating a future of universal abundance.
- Swarms is building a post-scarcity world where goods and services are in high supply and cost becomes irrelevant.
- Autonomous agents work tirelessly to transform scarcity into abundance in various sectors like housing, healthcare, and more.
- By 2040, we can expect a future where financial stress is eliminated and abundance becomes the new normal.
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