{
  "id": 565292,
  "title": "Starting materials and references",
  "url": "/competitions/stanford-rna-3d-folding/discussion/565292",
  "author_name": "",
  "post_date": "2025-02-27T20:32:29.156823500Z",
  "votes": 42,
  "comment_count": 11,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Wishing you the best for the competition! Please find below a few curated references from across Kaggle and otherwise- </p>\n<h1>Similar Kaggle competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding\" target=\"_blank\">Stanford Ribonanza RNA Folding</a></h2>\n<h3>Popular kernels</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb\" target=\"_blank\">https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb</a></li>\n<li><a href=\"https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza\" target=\"_blank\">https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb\" target=\"_blank\">https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb</a></li>\n<li><a href=\"https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training\" target=\"_blank\">https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training</a></li>\n<li><a href=\"https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda\" target=\"_blank\">https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b\" target=\"_blank\">https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b</a></li>\n<li><a href=\"https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis\" target=\"_blank\">https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/alexandervc/ribonanza-1-eda\" target=\"_blank\">https://www.kaggle.com/code/alexandervc/ribonanza-1-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq\" target=\"_blank\">https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq</a></li>\n</ul>\n<h3>High scoring approaches</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285</a></li>\n</ul>\n<h2><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal\" target=\"_blank\">Open Problems - Multimodal Single-Cell Integration</a></h2>\n<h3>Popular kernels</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense</a></li>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart</a></li>\n<li><a href=\"https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras\" target=\"_blank\">https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras</a></li>\n<li><a href=\"https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r\" target=\"_blank\">https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r</a></li>\n<li><a href=\"https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices\" target=\"_blank\">https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices</a></li>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart</a></li>\n<li><a href=\"https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor\" target=\"_blank\">https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor</a></li>\n<li><a href=\"https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq\" target=\"_blank\">https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq</a></li>\n</ul>\n<h3>High scoring approaches</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667</a></li>\n</ul>\n<h1>Reading materials</h1>\n<ul>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012</a></li>\n<li><a href=\"https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113\" target=\"_blank\">https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/pii/S0021925818902863\" target=\"_blank\">https://www.sciencedirect.com/science/article/pii/S0021925818902863</a></li>\n<li><a href=\"https://www.nature.com/articles/nrm1497\" target=\"_blank\">https://www.nature.com/articles/nrm1497</a></li>\n<li><a href=\"https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511\" target=\"_blank\">https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511</a></li>\n<li><a href=\"https://scholar.google.com/scholar?hl=en&amp;as_sdt=0%2C5&amp;q=RNA+folding&amp;btnG=\" target=\"_blank\">https://scholar.google.com/scholar?hl=en&amp;as_sdt=0%2C5&amp;q=RNA+folding&amp;btnG=</a></li>\n<li><a href=\"https://academic.oup.com/nar/article/13/5/1717/1035042\" target=\"_blank\">https://academic.oup.com/nar/article/13/5/1717/1035042</a></li>\n<li><a href=\"https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1\" target=\"_blank\">https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251</a></li>\n</ul>\n<p>All the best, happy learning and regards!</p>",
  "messages": [
    {
      "id": "3135780",
      "postDate": "02/27/2025 20:32:29",
      "content": "<p>Hello all,</p>\n<p>Wishing you the best for the competition! Please find below a few curated references from across Kaggle and otherwise- </p>\n<h1>Similar Kaggle competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding\" target=\"_blank\">Stanford Ribonanza RNA Folding</a></h2>\n<h3>Popular kernels</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb\" target=\"_blank\">https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb</a></li>\n<li><a href=\"https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza\" target=\"_blank\">https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb\" target=\"_blank\">https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb</a></li>\n<li><a href=\"https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training\" target=\"_blank\">https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training</a></li>\n<li><a href=\"https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda\" target=\"_blank\">https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b\" target=\"_blank\">https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b</a></li>\n<li><a href=\"https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis\" target=\"_blank\">https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/alexandervc/ribonanza-1-eda\" target=\"_blank\">https://www.kaggle.com/code/alexandervc/ribonanza-1-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq\" target=\"_blank\">https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq</a></li>\n</ul>\n<h3>High scoring approaches</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285\" target=\"_blank\">https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285</a></li>\n</ul>\n<h2><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal\" target=\"_blank\">Open Problems - Multimodal Single-Cell Integration</a></h2>\n<h3>Popular kernels</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense</a></li>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart</a></li>\n<li><a href=\"https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras\" target=\"_blank\">https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras</a></li>\n<li><a href=\"https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r\" target=\"_blank\">https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r</a></li>\n<li><a href=\"https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices\" target=\"_blank\">https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices</a></li>\n<li><a href=\"https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart\" target=\"_blank\">https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart</a></li>\n<li><a href=\"https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor\" target=\"_blank\">https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor</a></li>\n<li><a href=\"https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq\" target=\"_blank\">https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq</a></li>\n</ul>\n<h3>High scoring approaches</h3>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667</a></li>\n</ul>\n<h1>Reading materials</h1>\n<ul>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012</a></li>\n<li><a href=\"https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113\" target=\"_blank\">https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/pii/S0021925818902863\" target=\"_blank\">https://www.sciencedirect.com/science/article/pii/S0021925818902863</a></li>\n<li><a href=\"https://www.nature.com/articles/nrm1497\" target=\"_blank\">https://www.nature.com/articles/nrm1497</a></li>\n<li><a href=\"https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511\" target=\"_blank\">https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511</a></li>\n<li><a href=\"https://scholar.google.com/scholar?hl=en&amp;as_sdt=0%2C5&amp;q=RNA+folding&amp;btnG=\" target=\"_blank\">https://scholar.google.com/scholar?hl=en&amp;as_sdt=0%2C5&amp;q=RNA+folding&amp;btnG=</a></li>\n<li><a href=\"https://academic.oup.com/nar/article/13/5/1717/1035042\" target=\"_blank\">https://academic.oup.com/nar/article/13/5/1717/1035042</a></li>\n<li><a href=\"https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1\" target=\"_blank\">https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251\" target=\"_blank\">https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251</a></li>\n</ul>\n<p>All the best, happy learning and regards!</p>",
      "rawMarkdown": "Hello all,\n\nWishing you the best for the competition! Please find below a few curated references from across Kaggle and otherwise- \n\n# Similar Kaggle competitions\n## [Stanford Ribonanza RNA Folding](https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding)\n### Popular kernels \n- https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb\n- https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza\n- https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline\n- https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb\n- https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training\n- https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda\n- https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b\n- https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis\n- https://www.kaggle.com/code/alexandervc/ribonanza-1-eda\n- https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq\n\n### High scoring approaches \n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285\n\n## [Open Problems - Multimodal Single-Cell Integration](https://www.kaggle.com/competitions/open-problems-multimodal)\n### Popular kernels \n- https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense\n- https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart\n- https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras\n- https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r\n- https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices\n- https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart\n- https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor\n- https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq\n\n### High scoring approaches \n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667\n\n# Reading materials\n- https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012\n- https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113\n- https://www.sciencedirect.com/science/article/pii/S0021925818902863\n- https://www.nature.com/articles/nrm1497\n- https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511\n- https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=RNA+folding&btnG=\n- https://academic.oup.com/nar/article/13/5/1717/1035042\n- https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1\n- https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666\n- https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251\n\nAll the best, happy learning and regards!",
      "votes": null
    },
    {
      "id": "3135870",
      "postDate": "02/28/2025 00:23:06",
      "content": "<p>Thank you I’ll keep compete until I die haha.</p>",
      "rawMarkdown": "Thank you I’ll keep compete until I die haha.",
      "votes": null
    },
    {
      "id": "3135925",
      "postDate": "02/28/2025 02:47:41",
      "content": "<p>Hello <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a>, Thanks for sharing there is a lot of mateiral here.</p>",
      "rawMarkdown": "Hello @ravi20076, Thanks for sharing there is a lot of mateiral here.",
      "votes": null
    },
    {
      "id": "3139141",
      "postDate": "03/03/2025 08:23:27",
      "content": "<p>Thank you for the resources!</p>",
      "rawMarkdown": "Thank you for the resources!",
      "votes": null
    },
    {
      "id": "3140133",
      "postDate": "03/04/2025 10:06:39",
      "content": "<p>Thanks for sharing valuable resources. </p>",
      "rawMarkdown": "Thanks for sharing valuable resources.",
      "votes": null
    },
    {
      "id": "3140692",
      "postDate": "03/04/2025 20:29:28",
      "content": "<p>Thanks as always <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> !</p>",
      "rawMarkdown": "Thanks as always @ravi20076 !",
      "votes": null
    },
    {
      "id": "3143219",
      "postDate": "03/07/2025 02:59:03",
      "content": "<p>Thanks man 🫡</p>",
      "rawMarkdown": "Thanks man 🫡",
      "votes": null
    },
    {
      "id": "3146365",
      "postDate": "03/10/2025 19:13:42",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "3150090",
      "postDate": "03/15/2025 04:06:01",
      "content": "<p>I don't see how the first youtube video is relevant here: <a href=\"https://www.youtube.com/watch?v=G0FU7kLb1ME\" target=\"_blank\">https://www.youtube.com/watch?v=G0FU7kLb1ME</a> . Can you help me understand or is this a miss?</p>",
      "rawMarkdown": "I don't see how the first youtube video is relevant here: https://www.youtube.com/watch?v=G0FU7kLb1ME . Can you help me understand or is this a miss?",
      "votes": null
    },
    {
      "id": "3150176",
      "postDate": "03/15/2025 06:16:18",
      "content": "<p>Sorry, removed it - it was not relevant indeed <a href=\"https://www.kaggle.com/lordpatil\" target=\"_blank\">@lordpatil</a> </p>",
      "rawMarkdown": "Sorry, removed it - it was not relevant indeed @lordpatil",
      "votes": null
    },
    {
      "id": "3150293",
      "postDate": "03/15/2025 09:59:18",
      "content": "<p>no worries, looking at it again i think all of the youtube videos aren't related to this competition i think</p>",
      "rawMarkdown": "no worries, looking at it again i think all of the youtube videos aren't related to this competition i think",
      "votes": null
    },
    {
      "id": "3201683",
      "postDate": "05/14/2025 08:49:46",
      "content": "<p>Thanks for sharing, found that very helpfull.</p>",
      "rawMarkdown": "Thanks for sharing, found that very helpfull.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 3135870,
      "author_name": "tom99763",
      "author_url": "",
      "post_date": "02/28/2025 00:23:06",
      "content": "<p>Thank you I’ll keep compete until I die haha.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3135925,
      "author_name": "cv13j0",
      "author_url": "",
      "post_date": "02/28/2025 02:47:41",
      "content": "<p>Hello <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a>, Thanks for sharing there is a lot of mateiral here.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3139141,
      "author_name": "fransvalli",
      "author_url": "",
      "post_date": "03/03/2025 08:23:27",
      "content": "<p>Thank you for the resources!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3140133,
      "author_name": "muhammedtausif",
      "author_url": "",
      "post_date": "03/04/2025 10:06:39",
      "content": "<p>Thanks for sharing valuable resources. </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3140692,
      "author_name": "muhammadameenbohio",
      "author_url": "",
      "post_date": "03/04/2025 20:29:28",
      "content": "<p>Thanks as always <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> !</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3143219,
      "author_name": "tanishq51",
      "author_url": "",
      "post_date": "03/07/2025 02:59:03",
      "content": "<p>Thanks man 🫡</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3146365,
      "author_name": "mucahitrtn",
      "author_url": "",
      "post_date": "03/10/2025 19:13:42",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3150090,
      "author_name": "lordpatil",
      "author_url": "",
      "post_date": "03/15/2025 04:06:01",
      "content": "<p>I don't see how the first youtube video is relevant here: <a href=\"https://www.youtube.com/watch?v=G0FU7kLb1ME\" target=\"_blank\">https://www.youtube.com/watch?v=G0FU7kLb1ME</a> . Can you help me understand or is this a miss?</p>",
      "votes": null,
      "replies": [
        {
          "id": 3150176,
          "author_name": "ravi20076",
          "author_url": "",
          "post_date": "03/15/2025 06:16:18",
          "content": "<p>Sorry, removed it - it was not relevant indeed <a href=\"https://www.kaggle.com/lordpatil\" target=\"_blank\">@lordpatil</a> </p>",
          "votes": null,
          "replies": [
            {
              "id": 3150293,
              "author_name": "lordpatil",
              "author_url": "",
              "post_date": "03/15/2025 09:59:18",
              "content": "<p>no worries, looking at it again i think all of the youtube videos aren't related to this competition i think</p>",
              "votes": null,
              "replies": []
            }
          ]
        }
      ]
    },
    {
      "id": 3201683,
      "author_name": "xaocreal",
      "author_url": "",
      "post_date": "05/14/2025 08:49:46",
      "content": "<p>Thanks for sharing, found that very helpfull.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3135780": "Hello all,\n\nWishing you the best for the competition! Please find below a few curated references from across Kaggle and otherwise- \n\n# Similar Kaggle competitions\n## [Stanford Ribonanza RNA Folding](https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding)\n### Popular kernels \n- https://www.kaggle.com/code/iafoss/rna-starter-0-186-lb\n- https://www.kaggle.com/code/ayushs9020/understanding-the-competition-standford-ribonaza\n- https://www.kaggle.com/code/dschettler8845/sr-rna-reactivity-learn-eda-baseline\n- https://www.kaggle.com/code/iafoss/rna-starter-submission-0-186-lb\n- https://www.kaggle.com/code/shlomoron/srrf-transformer-tpu-training\n- https://www.kaggle.com/code/rafiko1/standford-ribonanza-rna-theory-short-eda\n- https://www.kaggle.com/code/usharengaraju/keras-grownet-w-b\n- https://www.kaggle.com/code/jocelyndumlao/rna-structure-prediction-performance-analysis\n- https://www.kaggle.com/code/alexandervc/ribonanza-1-eda\n- https://www.kaggle.com/code/umar47/rna-folding-reduce-memory-add-features-seq2seq\n\n### High scoring approaches \n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460121\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460316\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460403\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460203\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460250\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460190\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460222\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/463352\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460130\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460192\n- https://www.kaggle.com/competitions/stanford-ribonanza-rna-folding/discussion/460285\n\n## [Open Problems - Multimodal Single-Cell Integration](https://www.kaggle.com/competitions/open-problems-multimodal)\n### Popular kernels \n- https://www.kaggle.com/code/ambrosm/msci-eda-which-makes-sense\n- https://www.kaggle.com/code/ambrosm/msci-citeseq-quickstart\n- https://www.kaggle.com/code/pourchot/all-in-one-citeseq-multiome-with-keras\n- https://www.kaggle.com/code/vslaykovsky/lb-0-811-normalized-ensembles-for-pearson-s-r\n- https://www.kaggle.com/code/fabiencrom/msci-multiome-quickstart-w-sparse-matrices\n- https://www.kaggle.com/code/ambrosm/msci-multiome-quickstart\n- https://www.kaggle.com/code/xiafire/lb-t15-msci-multiome-catboostregressor\n- https://www.kaggle.com/code/swimmy/lgbm-baseline-msci-citeseq\n\n### High scoring approaches \n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366961\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366453\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366428\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366460\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366409\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366417\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366471\n- https://www.kaggle.com/competitions/open-problems-multimodal/discussion/366667\n\n# Reading materials\n- https://www.sciencedirect.com/science/article/abs/pii/S0022283699930012\n- https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.26.1.113\n- https://www.sciencedirect.com/science/article/pii/S0021925818902863\n- https://www.nature.com/articles/nrm1497\n- https://www.annualreviews.org/content/journals/10.1146/annurev.biophys.34.040204.144511\n- https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=RNA+folding&btnG=\n- https://academic.oup.com/nar/article/13/5/1717/1035042\n- https://www.cell.com/trends/biochemical-sciences/fulltext/S0968-0004(96)80169-1\n- https://www.sciencedirect.com/science/article/abs/pii/S0959440X03000666\n- https://www.sciencedirect.com/science/article/abs/pii/S0959440X02003251\n\nAll the best, happy learning and regards!",
    "3135870": "Thank you I’ll keep compete until I die haha.",
    "3135925": "Hello @ravi20076, Thanks for sharing there is a lot of mateiral here.",
    "3139141": "Thank you for the resources!",
    "3140133": "Thanks for sharing valuable resources.",
    "3140692": "Thanks as always @ravi20076 !",
    "3143219": "Thanks man 🫡",
    "3146365": "Thanks for sharing",
    "3150090": "I don't see how the first youtube video is relevant here: https://www.youtube.com/watch?v=G0FU7kLb1ME . Can you help me understand or is this a miss?",
    "3150176": "Sorry, removed it - it was not relevant indeed @lordpatil",
    "3150293": "no worries, looking at it again i think all of the youtube videos aren't related to this competition i think",
    "3201683": "Thanks for sharing, found that very helpfull."
  },
  "source": "meta"
}