دانلود کتاب تحلیل داده‌ها با LLM متن، جداول، تصاویر و صدا

Using a large language model for the first time is an almost magical experience. I still remember my first chat with GPT-3 (nowadays an outdated model). For the first time, it seemed to me that my computer actually understood me and could react appropriately to a wide range of complex inputs. What’s more, I gave it various tasks, ranging from text analysis to coding, and the model was able to solve them based on my instructions alone! I was used to a world in which neural networks had to be trained for highly specialized tasks using large amounts of task-specific training data that had to be labeled tediously by hand, so this was an absolute game-changer that opened a world of new and exciting possibilities. I was hooked, and since then I have dedicated a large portion of my professional career to exploiting the amazing capabilities of language models. Coming from a data-analysis background, it was natural for me to look at language models from a data-analysis perspective. How can we use language models to make the most of our data sets? Since I started using language models, a big change has been the types of data to which language models can be applied. Starting with text analysis, modern models have expanded their scope to multimodal inputs including images, audio, video, and text. This makes them an invaluable tool for any kind of data science, allowing users to build complex analysis pipelines with just a few lines of Python code along with instructions for the model in natural language describing the task to solve. In my work, I regularly meet data scientists and data workers who could benefit tremendously from the possibilities offered by language models. However, getting into this new area can be challenging. I had to rely on blog posts and online tutorials to piece together the information I needed to use language models for various data-analysis tasks. This is the book I wish I’d had when I started my journey. I hope you will find the book useful and enjoyable!