# \#machine-learning **URL:** https://discuss.ai.google.dev/tag/machine-learning/221.md [Latest](https://discuss.ai.google.dev/latest.md) · [Categories](https://discuss.ai.google.dev/categories.md) · [Tags](https://discuss.ai.google.dev/tags.md) --- ## [Proposal: A “Control Plane” for LLM Apps — Default Kernel + Living Context Layer (seeking architectural feedback)](https://discuss.ai.google.dev/t/proposal-a-control-plane-for-llm-apps-default-kernel-living-context-layer-seeking-architectural-feedback/130888)
**Author:** [@Michael\_Oshea](https://discuss.ai.google.dev/u/Michael_Oshea)\ **Replies:** 0\ **Last updated:** [March 12, 2026, 4:16am UTC](https://discuss.ai.google.dev/t/proposal-a-control-plane-for-llm-apps-default-kernel-living-context-layer-seeking-architectural-feedback/130888 "2026-03-12T04:16:27Z")
Most LLM apps still treat context as an implicit side effect of a text box. The result is silent assumption drift, user intent decay, and confident-but-wrong output. I’m prototyping an alternative pattern that treats c… --- ## [FPS Processing Capability of Gemini 2.5 Flash for Video Fine-Tuning](https://discuss.ai.google.dev/t/fps-processing-capability-of-gemini-2-5-flash-for-video-fine-tuning/95200)
**Author:** [@harishkumar](https://discuss.ai.google.dev/u/harishkumar)\ **Replies:** 3\ **Last updated:** [August 5, 2025, 11:00am UTC](https://discuss.ai.google.dev/t/fps-processing-capability-of-gemini-2-5-flash-for-video-fine-tuning/95200 "2025-08-05T11:00:06Z")
Hello everyone, I am currently working on something that involves tracking objects in a video footage using the Gemini 2.5 Flash model. I initially tried using the pre-trained model, but it didn’t worked out of the for … --- ## [Applying a Smart Text Classification System for Customer Support Tickets](https://discuss.ai.google.dev/t/applying-a-smart-text-classification-system-for-customer-support-tickets/63049)
**Author:** [@KRows](https://discuss.ai.google.dev/u/KRows)\ **Replies:** 1\ **Last updated:** [July 8, 2025, 11:59am UTC](https://discuss.ai.google.dev/t/applying-a-smart-text-classification-system-for-customer-support-tickets/63049 "2025-07-08T11:59:58Z")
I want to build a text classification system that can automatically categorize customer support tickets into predefined categories (billing, technical, account, product). The system should: Accept text input from custo… --- ## [Human-AI Perception Augmentation for Anomaly Detection and Multi-Professional Applications](https://discuss.ai.google.dev/t/human-ai-perception-augmentation-for-anomaly-detection-and-multi-professional-applications/84997)
**Author:** [@VeganBotany](https://discuss.ai.google.dev/u/VeganBotany)\ **Replies:** 2\ **Last updated:** [May 31, 2025, 10:53pm UTC](https://discuss.ai.google.dev/t/human-ai-perception-augmentation-for-anomaly-detection-and-multi-professional-applications/84997 "2025-05-31T22:53:18Z")
Executive Summary This proposal outlines a novel human-AI collaborative system designed to significantly enhance the real-time detection and analysis of subtle or anomalous phenomena in various environments. By integrat… --- ## [Improving Human Potential: Integrating Augmented Reality and Brain-Computer Interfaces with Parapsychological Abilities](https://discuss.ai.google.dev/t/improving-human-potential-integrating-augmented-reality-and-brain-computer-interfaces-with-parapsychological-abilities/84994)
**Author:** [@VeganBotany](https://discuss.ai.google.dev/u/VeganBotany)\ **Replies:** 0\ **Last updated:** [May 24, 2025, 1:36pm UTC](https://discuss.ai.google.dev/t/improving-human-potential-integrating-augmented-reality-and-brain-computer-interfaces-with-parapsychological-abilities/84994 "2025-05-24T13:36:37Z")
Introduction: This document outlines innovative concepts for integrating augmented reality (AR) and brain-computer interface (BCI) technologies with latent human abilities such as telepathy, temporal perception, psychic… --- ## [Nan loss occurring when training transformer model for machine translation](https://discuss.ai.google.dev/t/nan-loss-occurring-when-training-transformer-model-for-machine-translation/30205)
**Author:** [@KVcoder](https://discuss.ai.google.dev/u/KVcoder)\ **Replies:** 1\ **Last updated:** [January 9, 2025, 5:12pm UTC](https://discuss.ai.google.dev/t/nan-loss-occurring-when-training-transformer-model-for-machine-translation/30205 "2025-01-09T17:12:03Z")
I am trying to train my model, I had no issues building it but the gradients just seem to not be computing, I have tried gradient clipping and switching optimizes but they did not work I also have filtered my data to mak… --- ## [Code runs very slow on Google Cloud Platform, PyCapsule.TFE\_Py\_Execute very slow?](https://discuss.ai.google.dev/t/code-runs-very-slow-on-google-cloud-platform-pycapsule-tfe-py-execute-very-slow/30700)
**Author:** [@John\_1](https://discuss.ai.google.dev/u/John_1)\ **Replies:** 1\ **Last updated:** [June 10, 2024, 6:03am UTC](https://discuss.ai.google.dev/t/code-runs-very-slow-on-google-cloud-platform-pycapsule-tfe-py-execute-very-slow/30700 "2024-06-10T06:03:20Z")
My code runs fine on my machine, doing signal filtering and inference in about 2 minutes. The same code takes about 8 minutes on GCP. Everything is slower, including e.g. calls to scipy.signal functions. The delay seems … --- ## [Chess AI with DQN](https://discuss.ai.google.dev/t/chess-ai-with-dqn/24592)
**Author:** [@Mohamad\_Moussa](https://discuss.ai.google.dev/u/Mohamad_Moussa)\ **Replies:** 0\ **Last updated:** [June 10, 2024, 2:34am UTC](https://discuss.ai.google.dev/t/chess-ai-with-dqn/24592 "2024-06-10T02:34:19Z")
hello everyone, im sorry in advance if my question is too broad, im doing my thesis and it is on AI and machine learning and im building a model that learns how to play chess using reinforcement learning DDQN, my curre… --- ## [I wrote a machine learning library based on TensorFlow](https://discuss.ai.google.dev/t/i-wrote-a-machine-learning-library-based-on-tensorflow/30565)
**Author:** [@NoteDancing](https://discuss.ai.google.dev/u/NoteDancing)\ **Replies:** 0\ **Last updated:** [June 4, 2024, 11:45am UTC](https://discuss.ai.google.dev/t/i-wrote-a-machine-learning-library-based-on-tensorflow/30565 "2024-06-04T11:45:48Z")
Note is a system(library) for deep learning and reinforcement learning. Note makes the building and training of neural networks easy and flexible. Note.nn.layer package contains many layer modules, you can use them to bu… --- ## [Error: When we merge the machine learning model with the flutter app it gives only 1 result](https://discuss.ai.google.dev/t/error-when-we-merge-the-machine-learning-model-with-the-flutter-app-it-gives-only-1-result/29736)
**Author:** [@Aizaz\_khan](https://discuss.ai.google.dev/u/Aizaz_khan)\ **Replies:** 0\ **Last updated:** [May 16, 2024, 3:15am UTC](https://discuss.ai.google.dev/t/error-when-we-merge-the-machine-learning-model-with-the-flutter-app-it-gives-only-1-result/29736 "2024-05-16T03:15:23Z")
So, we are making an AI Plant identification with ecommerce integration. The issue is that when we mrege the machine learning model which is converted into tensor flow lite module, when we collab it with the flutter mobi… --- ## [A library for machine learning](https://discuss.ai.google.dev/t/a-library-for-machine-learning/25932)
**Author:** [@NoteDancing](https://discuss.ai.google.dev/u/NoteDancing)\ **Replies:** 0\ **Last updated:** [April 15, 2024, 12:38pm UTC](https://discuss.ai.google.dev/t/a-library-for-machine-learning/25932 "2024-04-15T12:38:59Z")
Hello everyone, this machine learning library allows you to build neural networks like using PyTorch that can be trained with TensorFlow. --- ## [I can't get tensorflow working](https://discuss.ai.google.dev/t/i-cant-get-tensorflow-working/32485)
**Author:** [@Fer\_NG](https://discuss.ai.google.dev/u/Fer_NG)\ **Replies:** 1\ **Last updated:** [April 3, 2024, 7:13am UTC](https://discuss.ai.google.dev/t/i-cant-get-tensorflow-working/32485 "2024-04-03T07:13:37Z")
I made a code in python using tensorflow, I left the project for a while and cleared mi computer after that I was trying to run my code but it kept showing this error: ImportError: cannot import name ‘TeachableMachine’ … --- ## [How can I make this model more perfect?](https://discuss.ai.google.dev/t/how-can-i-make-this-model-more-perfect/28516)
**Author:** [@ptl](https://discuss.ai.google.dev/u/ptl)\ **Replies:** 1\ **Last updated:** [March 26, 2024, 8:58pm UTC](https://discuss.ai.google.dev/t/how-can-i-make-this-model-more-perfect/28516 "2024-03-26T20:58:36Z")
Hello everyone, I am new to this discussion forum. So, If my format of the question is not right then give me some time I will learn it. Now comes the question. So, the documentation given in Building deep retrieval mod… --- ## [Network Appears To Stop Learning Early](https://discuss.ai.google.dev/t/network-appears-to-stop-learning-early/31418)
**Author:** [@ImMe](https://discuss.ai.google.dev/u/ImMe)\ **Replies:** 2\ **Last updated:** [January 27, 2024, 6:37pm UTC](https://discuss.ai.google.dev/t/network-appears-to-stop-learning-early/31418 "2024-01-27T18:37:31Z")
Hi, I recently became interested in machine learning, more specifically, neural networks. I have gone over a bit of introductory material on the topic and I am attempting to test my understanding of it so far. The task … --- ## [Field of Data Science](https://discuss.ai.google.dev/t/field-of-data-science/29127)
**Author:** [@patrickbiyaga](https://discuss.ai.google.dev/u/patrickbiyaga)\ **Replies:** 2\ **Last updated:** [January 17, 2024, 7:54pm UTC](https://discuss.ai.google.dev/t/field-of-data-science/29127 "2024-01-17T19:54:19Z")
I would like to have an idea about the different paths in the field of Data Science. Because I think that there are different trainings depending on the programming languages used. For example : 1 - Data Science & ML … --- ## [tf.keras.Sequential().compile error](https://discuss.ai.google.dev/t/tf-keras-sequential-compile-error/28614)
**Author:** [@Yogesh](https://discuss.ai.google.dev/u/Yogesh)\ **Replies:** 3\ **Last updated:** [January 1, 2024, 5:13am UTC](https://discuss.ai.google.dev/t/tf-keras-sequential-compile-error/28614 "2024-01-01T05:13:37Z")
Hello guys, I was trying to run classification model on fashion mnist dataset, following book " Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition" . Section 10. Introduction to Artificial N… --- ## [Regression of a binary vector to obtain another binary vector](https://discuss.ai.google.dev/t/regression-of-a-binary-vector-to-obtain-another-binary-vector/24542)
**Author:** [@DrBrm17](https://discuss.ai.google.dev/u/DrBrm17)\ **Replies:** 2\ **Last updated:** [December 27, 2023, 11:41am UTC](https://discuss.ai.google.dev/t/regression-of-a-binary-vector-to-obtain-another-binary-vector/24542 "2023-12-27T11:41:49Z")
I am working in the security field. I have a dataset, called X, of binary victors. So the sample is a binary vector, for example sample in X = \[1,0,0,0,1,0,…n\] where the n=32 Each sample in X have its Y. where the Y … --- ## [Text classification to generate query params](https://discuss.ai.google.dev/t/text-classification-to-generate-query-params/32659)
**Author:** [@Vukasin\_Mladenovic](https://discuss.ai.google.dev/u/Vukasin_Mladenovic)\ **Replies:** 0\ **Last updated:** [December 15, 2023, 2:31am UTC](https://discuss.ai.google.dev/t/text-classification-to-generate-query-params/32659 "2023-12-15T02:31:58Z")
I have a task to build an ML model that decides what the user wants to see on board or better said to generate params for my database query. I will create my dataset with the correct labels (supervised ML). I would appre… --- ## [Yolov8 TFLite Model on Android](https://discuss.ai.google.dev/t/yolov8-tflite-model-on-android/31829)
**Author:** [@Laura1](https://discuss.ai.google.dev/u/Laura1)\ **Replies:** 2\ **Last updated:** [December 11, 2023, 4:31pm UTC](https://discuss.ai.google.dev/t/yolov8-tflite-model-on-android/31829 "2023-12-11T16:31:12Z")
Hello everyone , I’m trying to run yolov8 model on android. This is the Yolov5Classifier.java file. It works for yolov5 model.Where do I need to change in Yolov5Classifier.java file for yolov8 ? Which parts should I pay … --- ## [How to use an RTX 4070ti for Machine Learning?](https://discuss.ai.google.dev/t/how-to-use-an-rtx-4070ti-for-machine-learning/31910)
**Author:** [@Skhao](https://discuss.ai.google.dev/u/Skhao)\ **Replies:** 1\ **Last updated:** [October 27, 2023, 7:14am UTC](https://discuss.ai.google.dev/t/how-to-use-an-rtx-4070ti-for-machine-learning/31910 "2023-10-27T07:14:18Z")
Hello, I’m new to machine learning/deep learning, and I want to use my GPU to make jupyter notebook faster when working on deep learning algorithms. I heard I could use my RTX4070ti for that. I also have a i7-13700KF. … --- ## [Are you interested in teaching your community about Google's latest machine learning solutions?](https://discuss.ai.google.dev/t/are-you-interested-in-teaching-your-community-about-googles-latest-machine-learning-solutions/30276)
**Author:** [@Ashley\_Oldacre](https://discuss.ai.google.dev/u/Ashley_Oldacre)\ **Replies:** 4\ **Last updated:** [July 27, 2023, 9:37am UTC](https://discuss.ai.google.dev/t/are-you-interested-in-teaching-your-community-about-googles-latest-machine-learning-solutions/30276 "2023-07-27T09:37:37Z")
Are you interested in teaching your community about Google’s latest machine learning solutions? Our Google ML experts will provide an introduction to MediaPipe Solutions on Android and Web, and Simple ML for Google Shee… --- ## [Dask with Tensorflow](https://discuss.ai.google.dev/t/dask-with-tensorflow/31175)
**Author:** [@sham](https://discuss.ai.google.dev/u/sham)\ **Replies:** 1\ **Last updated:** [June 22, 2023, 2:10am UTC](https://discuss.ai.google.dev/t/dask-with-tensorflow/31175 "2023-06-22T02:10:50Z")
Hi everyone! Just a newbie here. I am trying to use dask and tensorflow to train my machine learning model. I was able to use dask to read parquet files and load batches of it into my model. Here is the code that I made. … --- ## [Applied ML with KerasCV and KerasNLP](https://discuss.ai.google.dev/t/applied-ml-with-kerascv-and-kerasnlp/26402)
**Author:** [@pradeepkuppala](https://discuss.ai.google.dev/u/pradeepkuppala)\ **Replies:** 0\ **Last updated:** [May 17, 2023, 9:41pm UTC](https://discuss.ai.google.dev/t/applied-ml-with-kerascv-and-kerasnlp/26402 "2023-05-17T21:41:31Z")
KerasCV and KerasNLP are easy-to-use libraries for state-of-the-art computer vision and natural language processing. With just a few lines of code you’ll employ the latest techniques and models for data augmentation, obj… --- ## [What's new with Web ML in 2023](https://discuss.ai.google.dev/t/whats-new-with-web-ml-in-2023/30114)
**Author:** [@pradeepkuppala](https://discuss.ai.google.dev/u/pradeepkuppala)\ **Replies:** 0\ **Last updated:** [May 17, 2023, 9:38pm UTC](https://discuss.ai.google.dev/t/whats-new-with-web-ml-in-2023/30114 "2023-05-17T21:38:48Z")
Join the TensorFlow.js and MediaPipe teams at Google to learn about the latest updates around Web ML in 2023 to be productive and bring your next business idea to life. Build the next generation of web apps powered by AI… --- ## [What's new in Machine Learning for Google Developers](https://discuss.ai.google.dev/t/whats-new-in-machine-learning-for-google-developers/23845)
**Author:** [@pradeepkuppala](https://discuss.ai.google.dev/u/pradeepkuppala)\ **Replies:** 0\ **Last updated:** [May 17, 2023, 8:20pm UTC](https://discuss.ai.google.dev/t/whats-new-in-machine-learning-for-google-developers/23845 "2023-05-17T20:20:11Z")
Machine learning continues to grow and thrive, and new innovations for developers emerge on an almost daily basis. In this keynote you’ll discover the latest innovations within Google’s machine learning ecosystem to help…