Extracting Structured Outputs from LLMs in LangChain Programming Computer Science by usmanmalik57 ….append(article_information) articles_information_list ``` **Output:** ![image6.png](https://static.daniweb.com/attachments/4/2acb1de2e71169059cc93c87b682a8bb.png) Finally, we can convert…LLM can be crucial, particularly for data engineering, preprocessing, analysis, and visualization tasks. In this article, you saw … How to Fine-tune the OpenAI GPT-4o Model - The Wait is Finally Over Programming Computer Science by usmanmalik57 …", "content": "You are a Twitter sentiment analysis expert who can predict sentiment expressed in the tweets about…: {accuracy}") find_sentiment(client,ft_model_id, test_data) ``` **Output:** ![image3.png](https://static.daniweb.com/attachments/4/e898366fc241694352d2198c0b44d2b8.png) The above output shows… Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by Duane_4 This is an interesting and useful post. I believe there is a typo in the 7th code block relating to train/val/test split. The second line should read: val_df, test_df = train_test_split(temp_df, test_size=0.5, random_state=42) The whole point of temp_df in the first line was to separate out 30% for val/test; the second line splits that to … Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by meyerrluanna The post gives a really clear, step-by-step guide on how to fine-tune the OpenAI Whisper model for audio classification. Its great how it covers everything from preparing the dataset to using tools for feature extraction and model training .This is definitely worth checking out, The explanations are practical, and the code snippets make it easy to … Re: Key Insights from Google's Search Algorithm Leak Community Center by emiilyyjohnson2 Thanks for sharing such valuable information with us. It was a goldmine if we dig down it deeply. Image Analysis Using Claude 3.5 Sonnet Model Programming Computer Science by usmanmalik57 … Claude 3.5 Sonnet is a clear winner for Graph Analysis. ## Image Sentiment Prediction Next, we will predict facial sentiment…plot plt.tight_layout() plt.show() ``` **Output:** ![image4.png](https://static.daniweb.com/attachments/4/aa638dc16a13d78f71cf4b96f44f6fb2.png) ``` base64_image1 = encode_image64(image_path1) … Extracting YouTube Channel Statistics in Python Using YouTube Data API Programming Computer Science by usmanmalik57 … common English words that do not contribute much to the analysis. ``` import googleapiclient.discovery import re from collections import Counter …)), most_common_words, rotation=45) plt.show() ``` **Output:** ![image10.png](https://static.daniweb.com/attachments/4/10b4fb217851359c8e71e108758d0f1e.png) The output will display… Comparison of Fine-tuning GPT-4o mini vs GPT-3.5 for Text Classification Programming Computer Science by usmanmalik57 …quot;airline_sentiment"].value_counts()) training_data.head() ``` **Output:** ![image1.png](https://static.daniweb.com/attachments/4/ffbc0614f6ad8a7504063a59e81697c9.png) Similarly, the script below…", "content": "You are a Twitter sentiment analysis expert who can predict sentiment expressed in the tweets about… Quantum Computers: Mysterious Export Bans and the Future of Encryption Community Center by Johannes C. … secure our digital future. ** ![quantum-end-to-encryption.jpg](https://static.daniweb.com/attachments/4/085ad9800754573666c8e40f1272bd2b.jpg) ## Nations Putting Export Bans… statement, though, only deepens the mystery as no detailed scientific analysis has been publicly released to justify the chosen thresholds. ## What… Re: Key Insights from Google's Search Algorithm Leak Community Center by Chris Hüneke Nice read! you basically say it (link quality + user interactions) - but i'dd like to add a little somthing, if it's alright: A backlink, which actually drives traffic, is counted. A Backlink, which does not drive any traffic, not. This way Google tries to filter and disavow spammy links automatically - because most Spam sites dont have … YASAT: Yet Another Static Analysis Tool, This One For Mac OS X Hardware and Software macOS by EddieC … [URL=http://www.testingfaqs.org/t-static.html] list of static analysis tools[/URL] available for scanning source …miss. CodeSonar “performs a whole-program, interprocedural analysis on code and identifies complex programming bugs that can… other anomalies, according to the company. With its analysis tools for C, C++ and Ada programming languages… Regarding C++ static analysis? Programming Software Development by ithelp … All, I am trying to understand whatever problems reported by static analysis tools for a codebase , can they always be caught by… meant is if you discard coding style issue, is running static analysis tool on a codebase redundant, if you have got good… Re: Regarding C++ static analysis? Programming Software Development by vijayan121 the major disadvantage of dynamic analysis is that its results may not generalize to future… executions in the future. the challenge of building a static analysis tool is choosing a good abstraction function, and the …challenge of performing effective dynamic analysis is selecting a representative set of test cases. i… Re: Regarding C++ static analysis? Programming Software Development by wamuti I'd love to help but i can't understand a word you are saying, not that i don't understand english, no, but i can't understand what is "codebase", "static analysis tool",... C++ open source or at least free static analysis tool Programming Software Development by kux … would need is an open-source or at least free static analysis tool for C++ code. Does anybody have any suggestions? I…, that has loads of tools and eclipse plug-ins for static analysis. Looking forward to your opinion. Re: C++ open source or at least free static analysis tool Programming Software Development by kux come on people, is there nobody who uses static analysis tools around here? something splint like, but for C++ not C... Re: Static analysis Programming Software Development by RuneFS Well you might not be the only one :-) so i'll try to clearify a bit. I'm looking for a tool for static analysis of c++ code capable of giving me afferent and effenrent coupling (on a per class basis preferrably). and instability measures are needed as well. /Rune Mixing Static and Dynamic Polymorphism Programming Software Development by mike_2000_17 …between generic programming and object-oriented programming, between static and dynamic polymorphism. But the broader point …multi-paradigm language like C++, your software engineering analysis has to cross the boundaries between paradigms, … one hand, we can benefit from a deeper static analysis, and thus, better performance, when relying on generic… Re: C++ open source or at least free static analysis tool Programming Software Development by Narue Last I checked (which I admit was a while ago), there weren't any free tools that I would put on a list along with splint. I use PC-Lint and Flexelint for C++ but they're neither free nor cheap. Re: C++ open source or at least free static analysis tool Programming Software Development by IssamLahlali You can test [CppDepend](http://www.cppdepend.com) , it's free for C\C++ open source contributors. Static analysis Programming Software Development by RuneFS Im currently in the need of some code metrics. Specifically Im in need of afferent + efferent coupling and Instability measures. I used to work with NDepend (on .NET platform) but I now need to be able to make similar measurements on a c++ project. If you don't know NDependt, the measurements I'm looking for is basically those missioned by … Re: Static analysis Programming Software Development by Ancient Dragon I don't know about anyone else, but I haven't the foggiest notion of what you are asking. Re: Static analysis Programming Software Development by Nick Evan I know that you can build these kind of programs with Rose Realtime, but I'm not sure if it has a reverse engineering button to create diagrams from code... And since Rose isn't exactly cheap, I don't have a copy to test this. Perhaps you could look at the docs from IBM? That's about all the help I can offer... Re: Static analysis Programming Software Development by ArkM Look at [url]http://www.chris-lott.org/resources/cmetrics/[/url] [url]http://www.laatuk.com/tools/metric_tools.html[/url] [url]http://soft.mydiv.net/win/download-Understand-for-Cpp.html[/url] Most of the tools are commercial, sometimes trials are available... Re: Static analysis Programming Software Development by IssamLahlali [URL="http://www.cppdepend.com"]CppDepend [/URL]the NDepend like for C++ is also available. Re: Tool for Source code analysis - using C -- PLease help Programming Software Development by ithelp ….[/QUOTE] Covertiy cost millions of dollars :D , you can try static analysis tool like C++Test . Re: Tool for Source code analysis - using C -- PLease help Programming Software Development by rigidboss [QUOTE=ithelp;1085224]Covertiy cost millions of dollars :D , you can try static analysis tool like C++Test .[/QUOTE] I could not find any tool called c++ test in google. Could you please help me about c++ test tool Understanding C++ - From source to binaries Programming Software Development by mike_2000_17 …, they involve terms like lexical analysis, syntax analysis, context-dependent grammars, semantic analysis, etc... Suffice it to say… code, the compiler will typically do some *static analysis*, or high-level optimizations, by simplifying the AST… code. Once the compiler has done syntactic analysis and performed some high-level optimizations, it … Image Analysis Using OpenAI GPT-4o Model Programming Computer Science by usmanmalik57 … **Output:** ![image2.png](https://static.daniweb.com/attachments/4/7b660dce1607c9325cfe5de8e51a9128.png) ## Graph Analysis I found GPT-4o to be …![image5.png](https://static.daniweb.com/attachments/4/985bf90cc32c04a48ecdba0df97a18b1.png) ## Image Sentiment Prediction Another common image analysis application is predicting … String Analysis Java Assignment Programming Software Development by RWD_ … else. Basically, it's a string analysis assignment and I'm sure its easy …[CODE]import java.util.*; public class BonusLab { public static void main(String[] args) { Scanner keysIn = new…keysIn.next(); System.out.println(); System.out.println("String Analysis:"); System.out.println("Keystrokes: " + …