Different tasks in Machine Learning Supervised Learning vs Unsupervised Learning Reinforcement Learning Generative and Descriminative Models Parametric and Non Parametric model Build Your First Predictive Model Machine Learning Pipeline Preparing Dataset Build a Benchmark Model: Regression Build a Benchmark...
Understand what a transformer model is and its role in AI, revolutionizing natural language processing and machine learning tasks.
From a technical perspective, prompt chaining is effective because it takes advantage of certain aspects of LLM architecture. Structurally speaking, LLMs areneural networksthat rely heavily ontransformermodels, which are adept at identifying patterns and relationships in long sequences of text data. Thu...
And we might imagine that if we were able to use sufficiently long n-grams we’d basically “get a ChatGPT”—in the sense that we’d get something that would generate essay-length sequences of words with the “correct overall essay probabilities”. But here’s the problem: there just i...
However, artificial intelligence can't run independently. While many jobs with routine, repetitive data work might be automated, workers inother jobscan use tools like generative AI to become more productive and efficient. There is a broad range of opinions among AI experts about how quickly ...
By holistically processing entire sequences rather than individual words, transformers can grasp complex language structures far better than other architectures. However, a transformer’s “understanding” is actually just statistical patterns and is not humanlike comprehension or reasoning. ...
A TCP connection is a method of transmitting two byte streams, one stream in each direction. To map the unordered, unreliable bytes in IP packets to the ordered bytes in this stream, each byte in each stream is identified by asequence number. Each TCP packet contains a segment of the stre...
Haystack review: A flexible LLM app builder By Martin Heller Sep 09, 202412 mins Generative AIDevelopment Libraries and FrameworksArtificial Intelligence analysis What is GitHub? More than Git version control in the cloud By Martin Heller Sep 06, 202419 mins ...
Instead of a predefined sequence of steps, I switched things up a bit and employed the Plan + Execute pattern. In this pattern, there’s one planner who decides what the steps should be. Once these steps have been decided, a model is invoked multiple times, once for each step, to ...
Code reuse is a common practice in the software industry. However, traditional software, which is based on a list of machine instructions, has more mature security practices. There are static analysis tools that search for malicious sequences of instructions in the source code of applications. The...