{
  "id": 523612,
  "title": "References from across Kaggle",
  "url": "/competitions/ariel-data-challenge-2024/discussion/523612",
  "author_name": "Ravi Ramakrishnan",
  "post_date": "2024-08-01T18:25:12.713000",
  "votes": 18,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Hope my post finds you well. I hope the below curated reference materials prove to be helpful for you to onboard well. Some of the topics discussed in these assignments may be different from the concurrent assignment, but one may consider borrowing ideas from these challenges for onboarding here as well.</p>\n<p>All the best for the competition!</p>\n<h1>Similar Kaggle competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection\" target=\"_blank\">G2Net Gravitational Wave Detection</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling\" target=\"_blank\">https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling</a></li>\n<li><a href=\"https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training\" target=\"_blank\">https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training</a></li>\n<li><a href=\"https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda\" target=\"_blank\">https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/allunia/signal-where-are-you\" target=\"_blank\">https://www.kaggle.com/code/allunia/signal-where-are-you</a></li>\n<li><a href=\"https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta\" target=\"_blank\">https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335</a> -- rank 8</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves\" target=\"_blank\">G2Net Detecting Continuous Gravitational Waves</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification\" target=\"_blank\">https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification</a> </li>\n<li><a href=\"https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda\" target=\"_blank\">https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise\" target=\"_blank\">https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise</a></li>\n<li><a href=\"https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference\" target=\"_blank\">https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity\" target=\"_blank\">https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253</a> -- rank 8</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice\" target=\"_blank\">IceCube - Neutrinos in Deep Ice</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission\" target=\"_blank\">https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission</a></li>\n<li><a href=\"https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars\" target=\"_blank\">https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars</a></li>\n<li><a href=\"https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference\" target=\"_blank\">https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218\" target=\"_blank\">https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218</a></li>\n<li><a href=\"https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks\" target=\"_blank\">https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks</a></li>\n<li><a href=\"https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting\" target=\"_blank\">https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153</a> -- rank 6</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen\" target=\"_blank\">SETI Breakthrough Listen - E.T. Signal Search</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training\" target=\"_blank\">https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training</a> </li>\n<li><a href=\"https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu\" target=\"_blank\">https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu</a></li>\n<li><a href=\"https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu</a></li>\n<li><a href=\"https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter\" target=\"_blank\">https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394</a> -- rank 5</li>\n</ol>\n<p>I shall update the post with more pertinent references and materials shortly.</p>\n<p>All the best and happy learning!</p>",
  "messages": [
    {
      "id": 2943658,
      "postDate": "2024-08-01T18:25:12.713Z",
      "content": "<p>Hello all,</p>\n<p>Hope my post finds you well. I hope the below curated reference materials prove to be helpful for you to onboard well. Some of the topics discussed in these assignments may be different from the concurrent assignment, but one may consider borrowing ideas from these challenges for onboarding here as well.</p>\n<p>All the best for the competition!</p>\n<h1>Similar Kaggle competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection\" target=\"_blank\">G2Net Gravitational Wave Detection</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling\" target=\"_blank\">https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling</a></li>\n<li><a href=\"https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training\" target=\"_blank\">https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training</a></li>\n<li><a href=\"https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda\" target=\"_blank\">https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/allunia/signal-where-are-you\" target=\"_blank\">https://www.kaggle.com/code/allunia/signal-where-are-you</a></li>\n<li><a href=\"https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta\" target=\"_blank\">https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335</a> -- rank 8</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves\" target=\"_blank\">G2Net Detecting Continuous Gravitational Waves</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification\" target=\"_blank\">https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification</a> </li>\n<li><a href=\"https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda\" target=\"_blank\">https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise\" target=\"_blank\">https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise</a></li>\n<li><a href=\"https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference\" target=\"_blank\">https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity\" target=\"_blank\">https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253\" target=\"_blank\">https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253</a> -- rank 8</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice\" target=\"_blank\">IceCube - Neutrinos in Deep Ice</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission\" target=\"_blank\">https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission</a></li>\n<li><a href=\"https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars\" target=\"_blank\">https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars</a></li>\n<li><a href=\"https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference\" target=\"_blank\">https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218\" target=\"_blank\">https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218</a></li>\n<li><a href=\"https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks\" target=\"_blank\">https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks</a></li>\n<li><a href=\"https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting\" target=\"_blank\">https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153\" target=\"_blank\">https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153</a> -- rank 6</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen\" target=\"_blank\">SETI Breakthrough Listen - E.T. Signal Search</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training\" target=\"_blank\">https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training</a> </li>\n<li><a href=\"https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu\" target=\"_blank\">https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu</a></li>\n<li><a href=\"https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu</a></li>\n<li><a href=\"https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter\" target=\"_blank\">https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter</a></li>\n</ol>\n<h3>Top solutions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394\" target=\"_blank\">https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394</a> -- rank 5</li>\n</ol>\n<p>I shall update the post with more pertinent references and materials shortly.</p>\n<p>All the best and happy learning!</p>",
      "rawMarkdown": "Hello all,\n\nHope my post finds you well. I hope the below curated reference materials prove to be helpful for you to onboard well. Some of the topics discussed in these assignments may be different from the concurrent assignment, but one may consider borrowing ideas from these challenges for onboarding here as well.\n\nAll the best for the competition!\n\n# Similar Kaggle competitions \n## [G2Net Gravitational Wave Detection](https://www.kaggle.com/competitions/g2net-gravitational-wave-detection)\n### Top voted kernels \n1. https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling\n2. https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training\n3. https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda\n4. https://www.kaggle.com/code/allunia/signal-where-are-you\n5. https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta\n\n### Top solutions \n1. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476 -- rank 1\n2. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341 -- rank 2\n3. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617 -- rank 3\n4. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331 -- rank 4\n5. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334 -- rank 5\n6. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343 -- rank 6\n7. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349 -- rank 7\n8. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335 -- rank 8\n\n## [G2Net Detecting Continuous Gravitational Waves](https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves)\n### Top voted kernels \n1. https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification \n2. https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda\n3. https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise\n4. https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference\n5. https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity\n\n### Top solutions \n1. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910 -- rank 1\n2. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504 -- rank 2\n3. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233 -- rank 3\n4. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357 -- rank 4\n5. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022 -- rank 5\n6. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923 -- rank 6\n7. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253 -- rank 8\n\n## [IceCube - Neutrinos in Deep Ice](https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice)\n### Top voted kernels \n1. https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda\n2. https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission\n3. https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars\n4. https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference\n5. https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218\n6. https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks\n7. https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting\n\n### Top solutions \n1. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976 -- rank 1\n2. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882 -- rank 2\n3. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888 -- rank 3\n4. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398 -- rank 5\n5. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153 -- rank 6\n\n## [SETI Breakthrough Listen - E.T. Signal Search](https://www.kaggle.com/competitions/seti-breakthrough-listen)\n### Top voted kernels \n1. https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training \n2. https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu\n3. https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis\n4. https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu\n5. https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter\n\n### Top solutions \n1. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385 -- rank 1\n2. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397 -- rank 2\n3. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403 -- rank 3\n4. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396 -- rank 4\n5. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394 -- rank 5\n\nI shall update the post with more pertinent references and materials shortly.\n\nAll the best and happy learning!\n",
      "votes": 18
    },
    {
      "id": 3025066,
      "postDate": "2024-10-22T10:54:52.700Z",
      "content": "<p>thank <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> for providing these useful resources</p>",
      "rawMarkdown": "thank @ravi20076 for providing these useful resources",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 3025066,
      "author_name": "work work",
      "author_url": "",
      "post_date": "2024-10-22T10:54:52.700000",
      "content": "<p>thank <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> for providing these useful resources</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2943658": "Hello all,\n\nHope my post finds you well. I hope the below curated reference materials prove to be helpful for you to onboard well. Some of the topics discussed in these assignments may be different from the concurrent assignment, but one may consider borrowing ideas from these challenges for onboarding here as well.\n\nAll the best for the competition!\n\n# Similar Kaggle competitions \n## [G2Net Gravitational Wave Detection](https://www.kaggle.com/competitions/g2net-gravitational-wave-detection)\n### Top voted kernels \n1. https://www.kaggle.com/code/ihelon/g2net-eda-and-modeling\n2. https://www.kaggle.com/code/yasufuminakama/g2net-efficientnet-b7-baseline-training\n3. https://www.kaggle.com/code/headsortails/when-stars-collide-g2net-eda\n4. https://www.kaggle.com/code/allunia/signal-where-are-you\n5. https://www.kaggle.com/code/andradaolteanu/g2net-searching-the-sky-pytorch-effnet-w-meta\n\n### Top solutions \n1. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275476 -- rank 1\n2. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275341 -- rank 2\n3. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275617 -- rank 3\n4. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275331 -- rank 4\n5. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275334 -- rank 5\n6. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275343 -- rank 6\n7. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275349 -- rank 7\n8. https://www.kaggle.com/competitions/g2net-gravitational-wave-detection/discussion/275335 -- rank 8\n\n## [G2Net Detecting Continuous Gravitational Waves](https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves)\n### Top voted kernels \n1. https://www.kaggle.com/code/junkoda/basic-spectrogram-image-classification \n2. https://www.kaggle.com/code/edwardcrookenden/g2net-getting-started-eda\n3. https://www.kaggle.com/code/vslaykovsky/g2net-pytorch-generated-realistic-noise\n4. https://www.kaggle.com/code/laeyoung/g2net-large-kernel-inference\n5. https://www.kaggle.com/code/tanreinama/eliminate-noise-using-signal-similarity\n\n### Top solutions \n1. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375910 -- rank 1\n2. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376504 -- rank 2\n3. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376233 -- rank 3\n4. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376357 -- rank 4\n5. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376022 -- rank 5\n6. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/375923 -- rank 6\n7. https://www.kaggle.com/competitions/g2net-detecting-continuous-gravitational-waves/discussion/376253 -- rank 8\n\n## [IceCube - Neutrinos in Deep Ice](https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice)\n### Top voted kernels \n1. https://www.kaggle.com/code/dschettler8845/ndi-let-s-learn-together-eli5-and-eda\n2. https://www.kaggle.com/code/rasmusrse/graphnet-baseline-submission\n3. https://www.kaggle.com/code/roberthatch/lb-1-183-lightning-fast-baseline-with-polars\n4. https://www.kaggle.com/code/rsmits/tensorflow-lstm-model-inference\n5. https://www.kaggle.com/code/shlomoron/icecube-eda-pca-baseline-cv-1-23-lb-1-218\n6. https://www.kaggle.com/code/mvvppp/icecube-neutrinos-domain-eda-for-ds-folks\n7. https://www.kaggle.com/code/seungmoklee/3-lstms-with-data-picking-and-shifting\n\n### Top solutions \n1. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402976 -- rank 1\n2. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402882 -- rank 2\n3. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/402888 -- rank 3\n4. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403398 -- rank 5\n5. https://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/discussion/403153 -- rank 6\n\n## [SETI Breakthrough Listen - E.T. Signal Search](https://www.kaggle.com/competitions/seti-breakthrough-listen)\n### Top voted kernels \n1. https://www.kaggle.com/code/yasufuminakama/seti-nfnet-l0-starter-training \n2. https://www.kaggle.com/code/usharengaraju/seti-eda-baseline-tensorflow-and-tpu\n3. https://www.kaggle.com/code/ihelon/signal-search-exploratory-data-analysis\n4. https://www.kaggle.com/code/awsaf49/seti-bl-channelwise-alignment-tf-tpu\n5. https://www.kaggle.com/code/tanlikesmath/seti-et-signal-detection-a-simple-cnn-starter\n\n### Top solutions \n1. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266385 -- rank 1\n2. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266397 -- rank 2\n3. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266403 -- rank 3\n4. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266396 -- rank 4\n5. https://www.kaggle.com/competitions/seti-breakthrough-listen/discussion/266394 -- rank 5\n\nI shall update the post with more pertinent references and materials shortly.\n\nAll the best and happy learning!\n",
    "3025066": "thank @ravi20076 for providing these useful resources"
  }
}