{ "id": 203296, "title": "Best Kernels to read", "url": "/competitions/cassava-leaf-disease-classification/discussion/203296", "author_name": "", "post_date": "2020-12-14T17:07:34.838001700Z", "votes": 26, "comment_count": 13, "views": 0, "content": "

I have read so many kernels and made a list of good kernels I liked. So I thought of sharing it with you all.

\n
    \n

  1. If you are looking specifically for Computer Vision techniques. you might found this kernel useful of @khotijahs1 .

    2. \n

  2. If you are a PyTorch lover you might have come across. It is a very good kernel and very well written in this kernel

    3. \n

  3. If you are a Keras user this kernel is for you guys. this kernel contains end to end techniques of Keras.

    4. \n

  4. And my personal favourite is fastai library. I personally have gone through kernel contains good techniques.

    5. \n
\n

Let me know some other good kernels too which you find helpful.

", "messages": [ { "id": "1112514", "postDate": "12/14/2020 17:07:34", "content": "

I have read so many kernels and made a list of good kernels I liked. So I thought of sharing it with you all.

\n
    \n

  1. If you are looking specifically for Computer Vision techniques. you might found this kernel useful of @khotijahs1 .

    2. \n

  2. If you are a PyTorch lover you might have come across. It is a very good kernel and very well written in this kernel

    3. \n

  3. If you are a Keras user this kernel is for you guys. this kernel contains end to end techniques of Keras.

    4. \n

  4. And my personal favourite is fastai library. I personally have gone through kernel contains good techniques.

    5. \n
\n

Let me know some other good kernels too which you find helpful.

", "rawMarkdown": "I have read so many kernels and made a list of good kernels I liked. So I thought of sharing it with you all. \n\n1. If you are looking specifically for ***Computer Vision*** techniques. you might found this kernel useful of [@khotijahs1 ](https://www.kaggle.com/khotijahs1/image-preprocessing-for-cassava-leaf-disease).\n\n2. If you are a ***PyTorch*** lover you might have come across. It is a very good kernel and very well written [in this kernel](https://www.kaggle.com/khyeh0719/pytorch-efficientnet-baseline-inference-tta)\n\n3. If you are a ***Keras*** user this kernel is for you guys. [this kernel](https://www.kaggle.com/frlemarchand/efficientnet-aug-tf-keras-for-cassava-diseases) contains end to end techniques of Keras.\n\n4. And my personal favourite is **fastai** library. I personally have gone through [kernel](https://www.kaggle.com/tanlikesmath/cassava-classification-eda-fastai-starter) contains good techniques.\n\nLet me know some other good kernels too which you find helpful.", "votes": null }, { "id": "1112544", "postDate": "12/14/2020 17:40:24", "content": "

This is a list of great references for beginners like me. Thanks for sharing.

", "rawMarkdown": "This is a list of great references for beginners like me. Thanks for sharing.", "votes": null }, { "id": "1112592", "postDate": "12/14/2020 18:25:29", "content": "

I'm glad you liked it @luqing2

", "rawMarkdown": "I'm glad you liked it @luqing2", "votes": null }, { "id": "1113152", "postDate": "12/15/2020 08:39:41", "content": "

I'm glad you enjoyed my kernel! :)

", "rawMarkdown": "I'm glad you enjoyed my kernel! :)", "votes": null }, { "id": "1113187", "postDate": "12/15/2020 09:13:46", "content": "

That's great to hear, my notebook useful :)
\nThanks @pranavuikey

", "rawMarkdown": "That's great to hear, my notebook useful :)\nThanks @pranavuikey", "votes": null }, { "id": "1113676", "postDate": "12/15/2020 16:18:32", "content": "

Thanks for the mention @pranavuikey ! I've learnt quite a bit myself by playing around with tf.keras' latest experimental functionalities so I am super happy this notebook can be helpful.

", "rawMarkdown": "Thanks for the mention @pranavuikey ! I've learnt quite a bit myself by playing around with `tf.keras`' latest experimental functionalities so I am super happy this notebook can be helpful.", "votes": null }, { "id": "1115438", "postDate": "12/16/2020 09:45:11", "content": "

It is really good kernel.

", "rawMarkdown": "It is really good kernel.", "votes": null }, { "id": "1115440", "postDate": "12/16/2020 09:45:39", "content": "

Yes, I got to learn a lot from your kernel.

", "rawMarkdown": "Yes, I got to learn a lot from your kernel.", "votes": null }, { "id": "1115442", "postDate": "12/16/2020 09:46:35", "content": "

@frlemarchand really good kernel keep creating such kernels mate

", "rawMarkdown": "frlemarchand really good kernel keep creating such kernels mate", "votes": null }, { "id": "1116135", "postDate": "12/16/2020 22:00:45", "content": "

Nice list of kernels to get started. Thanks for putting the list together

", "rawMarkdown": "Nice list of kernels to get started. Thanks for putting the list together", "votes": null }, { "id": "1116335", "postDate": "12/17/2020 05:00:31", "content": "

Thanks, @ankursingh12, yes that was my intention so that people get some good resources to get started with.

", "rawMarkdown": "Thanks, @ankursingh12, yes that was my intention so that people get some good resources to get started with.", "votes": null }, { "id": "1118100", "postDate": "12/18/2020 18:24:41", "content": "

Thanks for sharing this! extremely helpful

", "rawMarkdown": "Thanks for sharing this! extremely helpful", "votes": null }, { "id": "1118841", "postDate": "12/19/2020 12:51:50", "content": "

That was my aim @davidemariani to help people by providing good kernel's list.

", "rawMarkdown": "That was my aim @davidemariani to help people by providing good kernel's list.", "votes": null }, { "id": "1133539", "postDate": "12/31/2020 09:45:08", "content": "

Thanks for sharing @pranavuikey

", "rawMarkdown": "Thanks for sharing @pranavuikey", "votes": null } ], "comments": [ { "id": 1112544, "author_name": "luqing2", "author_url": "", "post_date": "12/14/2020 17:40:24", "content": "

This is a list of great references for beginners like me. Thanks for sharing.

", "votes": null, "replies": [ { "id": 1112592, "author_name": "pranavuikey", "author_url": "", "post_date": "12/14/2020 18:25:29", "content": "

I'm glad you liked it @luqing2

", "votes": null, "replies": [] } ] }, { "id": 1113152, "author_name": "tanlikesmath", "author_url": "", "post_date": "12/15/2020 08:39:41", "content": "

I'm glad you enjoyed my kernel! :)

", "votes": null, "replies": [ { "id": 1115440, "author_name": "pranavuikey", "author_url": "", "post_date": "12/16/2020 09:45:39", "content": "

Yes, I got to learn a lot from your kernel.

", "votes": null, "replies": [] } ] }, { "id": 1113187, "author_name": "khotijahs1", "author_url": "", "post_date": "12/15/2020 09:13:46", "content": "

That's great to hear, my notebook useful :)
\nThanks @pranavuikey

", "votes": null, "replies": [ { "id": 1115438, "author_name": "pranavuikey", "author_url": "", "post_date": "12/16/2020 09:45:11", "content": "

It is really good kernel.

", "votes": null, "replies": [] } ] }, { "id": 1113676, "author_name": "frlemarchand", "author_url": "", "post_date": "12/15/2020 16:18:32", "content": "

Thanks for the mention @pranavuikey ! I've learnt quite a bit myself by playing around with tf.keras' latest experimental functionalities so I am super happy this notebook can be helpful.

", "votes": null, "replies": [ { "id": 1115442, "author_name": "pranavuikey", "author_url": "", "post_date": "12/16/2020 09:46:35", "content": "

@frlemarchand really good kernel keep creating such kernels mate

", "votes": null, "replies": [] } ] }, { "id": 1116135, "author_name": "ankursingh12", "author_url": "", "post_date": "12/16/2020 22:00:45", "content": "

Nice list of kernels to get started. Thanks for putting the list together

", "votes": null, "replies": [ { "id": 1116335, "author_name": "pranavuikey", "author_url": "", "post_date": "12/17/2020 05:00:31", "content": "

Thanks, @ankursingh12, yes that was my intention so that people get some good resources to get started with.

", "votes": null, "replies": [] } ] }, { "id": 1118100, "author_name": "davidemariani", "author_url": "", "post_date": "12/18/2020 18:24:41", "content": "

Thanks for sharing this! extremely helpful

", "votes": null, "replies": [ { "id": 1118841, "author_name": "pranavuikey", "author_url": "", "post_date": "12/19/2020 12:51:50", "content": "

That was my aim @davidemariani to help people by providing good kernel's list.

", "votes": null, "replies": [] } ] }, { "id": 1133539, "author_name": "muslump", "author_url": "", "post_date": "12/31/2020 09:45:08", "content": "

Thanks for sharing @pranavuikey

", "votes": null, "replies": [] } ], "raw_markdown_by_id": { "1112514": "I have read so many kernels and made a list of good kernels I liked. So I thought of sharing it with you all. \n\n1. If you are looking specifically for ***Computer Vision*** techniques. you might found this kernel useful of [@khotijahs1 ](https://www.kaggle.com/khotijahs1/image-preprocessing-for-cassava-leaf-disease).\n\n2. If you are a ***PyTorch*** lover you might have come across. It is a very good kernel and very well written [in this kernel](https://www.kaggle.com/khyeh0719/pytorch-efficientnet-baseline-inference-tta)\n\n3. If you are a ***Keras*** user this kernel is for you guys. [this kernel](https://www.kaggle.com/frlemarchand/efficientnet-aug-tf-keras-for-cassava-diseases) contains end to end techniques of Keras.\n\n4. And my personal favourite is **fastai** library. I personally have gone through [kernel](https://www.kaggle.com/tanlikesmath/cassava-classification-eda-fastai-starter) contains good techniques.\n\nLet me know some other good kernels too which you find helpful.", "1112544": "This is a list of great references for beginners like me. Thanks for sharing.", "1112592": "I'm glad you liked it @luqing2", "1113152": "I'm glad you enjoyed my kernel! :)", "1113187": "That's great to hear, my notebook useful :)\nThanks @pranavuikey", "1113676": "Thanks for the mention @pranavuikey ! I've learnt quite a bit myself by playing around with `tf.keras`' latest experimental functionalities so I am super happy this notebook can be helpful.", "1115438": "It is really good kernel.", "1115440": "Yes, I got to learn a lot from your kernel.", "1115442": "frlemarchand really good kernel keep creating such kernels mate", "1116135": "Nice list of kernels to get started. Thanks for putting the list together", "1116335": "Thanks, @ankursingh12, yes that was my intention so that people get some good resources to get started with.", "1118100": "Thanks for sharing this! extremely helpful", "1118841": "That was my aim @davidemariani to help people by providing good kernel's list.", "1133539": "Thanks for sharing @pranavuikey" }, "source": "meta" }