# Machine Learning Research **URL:** https://deeptalk.lambda.ai/c/mlr/9.md [Latest](https://deeptalk.lambda.ai/latest.md) · [Categories](https://deeptalk.lambda.ai/categories.md) --- ## [About the Machine Learning Research category](https://deeptalk.lambda.ai/t/about-the-machine-learning-research-category/19)
**Author:** [@sabalaba](https://deeptalk.lambda.ai/u/sabalaba)\ **Replies:** 0
(Replace this first paragraph with a brief description of your new category. This guidance will appear in the category selection area, so try to keep it below 200 characters. Until you edit this description or create top… --- ## [GPU thermal anomaly detection: validating R\_theta metric for cooling degradation](https://deeptalk.lambda.ai/t/gpu-thermal-anomaly-detection-validating-r-theta-metric-for-cooling-degradation/4821)
**Author:** [@somisett](https://deeptalk.lambda.ai/u/somisett)\ **Replies:** 0\ **Last updated:** [June 3, 2026, 2:06am UTC](https://deeptalk.lambda.ai/t/gpu-thermal-anomaly-detection-validating-r-theta-metric-for-cooling-degradation/4821 "2026-06-03T02:06:24Z")
Hey Lambda ops/infra folks, I’m a Cal Poly student who’s been a customer of yours, and I’m researching something I know you hit: distinguishing “GPU is busy” from "cooling is failing. We validated that computing R\_theta … --- ## [Is DeepSeek R1 and other models which are not indicated as F8 are running on full precision on the inference API?](https://deeptalk.lambda.ai/t/is-deepseek-r1-and-other-models-which-are-not-indicated-as-f8-are-running-on-full-precision-on-the-inference-api/4650)
**Author:** [@sleepingcat4](https://deeptalk.lambda.ai/u/sleepingcat4)\ **Replies:** 0\ **Last updated:** [June 7, 2025, 2:44am UTC](https://deeptalk.lambda.ai/t/is-deepseek-r1-and-other-models-which-are-not-indicated-as-f8-are-running-on-full-precision-on-the-inference-api/4650 "2025-06-07T02:44:54Z")
Me and my co-author have a Lambda Grant for running evals on state-of-art models for our research paper. I have encountered Lambda Inference API and it looks solid as the price is pretty cheap which means we can finish o… --- ## [New account restriction？](https://deeptalk.lambda.ai/t/new-account-restriction/4419)
**Author:** [@johnnydaidai](https://deeptalk.lambda.ai/u/johnnydaidai)\ **Replies:** 1\ **Last updated:** [December 11, 2024, 8:41pm UTC](https://deeptalk.lambda.ai/t/new-account-restriction/4419 "2024-12-11T20:41:09Z")
May I ask if the new account will have any restrictions on resource applications? For example, can a new account apply for 16 GPU nodes, or is it possible to apply for powerful GPN nodes? --- ## [PyTorch Data Parallel: Unexplained System Crash on Lambda Workstation](https://deeptalk.lambda.ai/t/pytorch-data-parallel-unexplained-system-crash-on-lambda-workstation/2055)
**Author:** [@shayan](https://deeptalk.lambda.ai/u/shayan)\ **Replies:** 0\ **Last updated:** [December 18, 2020, 11:07pm UTC](https://deeptalk.lambda.ai/t/pytorch-data-parallel-unexplained-system-crash-on-lambda-workstation/2055 "2020-12-18T23:07:23Z")
I am experiencing an issue with PyTorch on one of our relatively new 4-gpu workstations (2080tis), that utilizing torch.nn.DataParallel on more than 2 gpus will cause restarts (randomly at some point in the training). T… --- ## [Response time prediction of serverless](https://deeptalk.lambda.ai/t/response-time-prediction-of-serverless/1827)
**Author:** [@laman98](https://deeptalk.lambda.ai/u/laman98)\ **Replies:** 0\ **Last updated:** [August 24, 2020, 11:53pm UTC](https://deeptalk.lambda.ai/t/response-time-prediction-of-serverless/1827 "2020-08-24T23:53:51Z")
I am currently involved in the project which predicts the response time of serverless function. I am using openFaas platform and I used docker metrics (cpu,memory) as well as machine metrics as an input parameters. I wan… --- ## [Finding possible causes in classification problem](https://deeptalk.lambda.ai/t/finding-possible-causes-in-classification-problem/1611)
**Author:** [@mike\_1987](https://deeptalk.lambda.ai/u/mike_1987)\ **Replies:** 0\ **Last updated:** [May 7, 2020, 9:40pm UTC](https://deeptalk.lambda.ai/t/finding-possible-causes-in-classification-problem/1611 "2020-05-07T21:40:48Z")
The products are classified as “Hot” and “Normal” based on their total annual sales. I want to detect what are the possible causes / attributes that make a product “hot”, so to detect if a new product will be hot or Nor… --- ## [How To do patient alignment in survival analysis](https://deeptalk.lambda.ai/t/how-to-do-patient-alignment-in-survival-analysis/1583)
**Author:** [@SepGol](https://deeptalk.lambda.ai/u/SepGol)\ **Replies:** 0\ **Last updated:** [April 25, 2020, 12:26pm UTC](https://deeptalk.lambda.ai/t/how-to-do-patient-alignment-in-survival-analysis/1583 "2020-04-25T12:26:08Z")
Hello All, I have a question regarding sample alignment for doing survival analysis. How do we do that? Is there any R or python package for doing that? How we should align the patient based on their failure event? Any… --- ## [Generate utterances](https://deeptalk.lambda.ai/t/generate-utterances/1503)
**Author:** [@Virat](https://deeptalk.lambda.ai/u/Virat)\ **Replies:** 0\ **Last updated:** [March 16, 2020, 2:33pm UTC](https://deeptalk.lambda.ai/t/generate-utterances/1503 "2020-03-16T14:33:30Z")
Can anyone give some hint how can we create utterances for example I have input say - “I want my account details” The output should be like Can I get my account details Please provide me my account details Can I ge… --- ## [Recommended ML algorithm for mapping files to tests](https://deeptalk.lambda.ai/t/recommended-ml-algorithm-for-mapping-files-to-tests/1251)
**Author:** [@Rubyakerman](https://deeptalk.lambda.ai/u/Rubyakerman)\ **Replies:** 0\ **Last updated:** [October 26, 2019, 6:34am UTC](https://deeptalk.lambda.ai/t/recommended-ml-algorithm-for-mapping-files-to-tests/1251 "2019-10-26T06:34:36Z")
Hey, I’m searching the best algorithms can help me mapping 10,000 files (code files), on some 40 repositories, for 3 different projects, to 7,000 tests for detecting for each file/repository/project what are the most fa… --- ## [Cross Validation IRIS data with various Models, Gaussian Classifier and SVM](https://deeptalk.lambda.ai/t/cross-validation-iris-data-with-various-models-gaussian-classifier-and-svm/1236)
**Author:** [@shahzadiqbal](https://deeptalk.lambda.ai/u/shahzadiqbal)\ **Replies:** 0\ **Last updated:** [October 23, 2019, 2:36am UTC](https://deeptalk.lambda.ai/t/cross-validation-iris-data-with-various-models-gaussian-classifier-and-svm/1236 "2019-10-23T02:36:09Z")
1 Cross Validation Data Design The Iris dataset is composed of 150 samples of 4-dimensional vectors with 1 integer label. There are 3 distinct labels, and there are exactly 50 samples per label. We first want to 5-fold… --- ## [Water Requirement prediction help](https://deeptalk.lambda.ai/t/water-requirement-prediction-help/868)
**Author:** [@Bindutr15](https://deeptalk.lambda.ai/u/Bindutr15)\ **Replies:** 0\ **Last updated:** [March 26, 2019, 6:49am UTC](https://deeptalk.lambda.ai/t/water-requirement-prediction-help/868 "2019-03-26T06:49:26Z")
Hello Sir/madam, I’m Bindu TR, I’m working on Machine learning algorithms. My head assigned suddenly, but i have limited time period .Basically I’m from Electronics background, finding difficulty to do t. my project mot… --- ## [Item-based Recommendation](https://deeptalk.lambda.ai/t/item-based-recommendation/811)
**Author:** [@gugaucb](https://deeptalk.lambda.ai/u/gugaucb)\ **Replies:** 1\ **Last updated:** [March 4, 2019, 3:21pm UTC](https://deeptalk.lambda.ai/t/item-based-recommendation/811 "2019-03-04T15:21:49Z")
I’d like to know if it’s possible create a item-based recommendation system with TensorFlow. If it’s possible, can someone share an example with me? --- ## [DensePose: Dense Human Pose Estimation In The Wild](https://deeptalk.lambda.ai/t/densepose-dense-human-pose-estimation-in-the-wild/179)
**Author:** [@sabalaba](https://deeptalk.lambda.ai/u/sabalaba)\ **Replies:** 0\ **Last updated:** [February 8, 2018, 9:30pm UTC](https://deeptalk.lambda.ai/t/densepose-dense-human-pose-estimation-in-the-wild/179 "2018-02-08T21:30:43Z")
Very interesting dense pose estimation.