optimization

Performance tuning in Snowflake is optimizing the configuration and SQL queries to improve the efficiency and speed of data operations. It involves adjusting various settings and writing queries to reduce execution time and resource consumption, ultimately leading to cost savings and enhanced user satisfaction.  Performance tuning is crucial in Snowflake for several reasons: Cost efficiency Improved query performance Enhanced user experience Scalability Resource optimization Concurrency and workload management…

How to implement PSOPhoto by James Wainscoat on UnsplashBefore talking about swarms and particles, let’s briefly discuss optimization itself. Basically, optimization is the process of finding the minima or maxima of some function. For instance, when you need to get to your office ASAP and think about which way is the fastest, you’re optimizing your route (in this case it’s a function). In math, there are literally hundreds of ways of optimization, and among them a sub-group called nature-inspired exists.Nature-inspired…

A look at the “Direct Preference Optimization:Your Language Model is Secretly a Reward Model” paper and its findingsImage by the Author via DALL-EThis blog post was inspired by a discussion I recently had with some friends about the Direct Preference Optimization (DPO) paper. The discussion was lively and went over many important topics in LLMs and Machine Learning in general. Below is an expansion on some of those ideas and the concepts discussed in the paper.Direct Preference Optimization (DPO) has become the way that…

Samsung's Game Optimization Service controversy is rearing its ugly head again with the Galaxy S24 lineup, at least for one popular game. For those unaware, the Game Optimization Service, or GOS for short, is responsible for keeping the phone's temperature in check by throttling the CPU and GPU when necessary, which can result in a drop in performance. GOS became a controversy back in 2022 when it was discovered that Samsung was throttling performance in games but not benchmark apps, and the company addressed the issue…

How to design an algorithm to route passenger demand across a network in the most cost-effective mannerIntroduction:This is a take on the Vehicle Routing Problem problem, but adapted to the air transport networks, namely the Origin Destination-to-Leg problem.Photo by NASA on UnsplashA little background first: Airlines are constantly faced with the question of how to address demand between city-pairs — do they open a direct connection, or provide connecting itineraries so that the demand is channeled through one or more…

The SERPs of 2024 are certainly not what they were a few years ago, and they’re due to change even more in the coming months as Google aggressively rolls out SGE. Defining an SEO strategy to capture SERP real estate is increasingly complex due to recent additions like SGE, rich snippets, and other features.Surprisingly, video search optimization, a method to dominate real estate, remains underutilized. Let’s look at a quick how-to fitness-related search to see video’s SERP dominance in action: Reason…

A step-by-step example.Continue reading on Towards Data Science » A step-by-step example.Continue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the content and do not want us to publish your materials, please…

Modern policy gradient algorithms and their application to language models…Continue reading on Towards Data Science » Modern policy gradient algorithms and their application to language models…Continue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all…

Google Ads launched a new email series offering partners customized optimization advice. Each email is tailored to your client’s account setup, offering recommended solutions to enhance campaign performance.Why we care. As advertisers continue to face difficulty reaching Google Ads support, these automated emails offer valuable insights to boost campaign performance. Although they are not a replacement for support as they can’t address specific campaign concerns, they offer additional assistance to potentially…

Credit: Unsplash/CC0 Public Domain Parking stinks in the big city, especially if you're driving a delivery truck and already running behind schedule. But…