@jeremyphoward
@zcbenz Yeah that's how they used to be implemented, using im2col(). It's also how we started teaching implementing them in https://t.co/GEOZunWoXj.
Viewing enriched Twitter post
@zcbenz Yeah that's how they used to be implemented, using im2col(). It's also how we started teaching implementing them in https://t.co/GEOZunWoXj.
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1958459733851156623/media_0.png?",
"filename": "media_0.png"
}
],
"processed_at": "2025-08-21T13:17:38.745892",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "1958459733851156623",
"url": "https://x.com/jeremyphoward/status/1958459733851156623",
"twitterUrl": "https://twitter.com/jeremyphoward/status/1958459733851156623",
"text": "@zcbenz Yeah that's how they used to be implemented, using im2col(). It's also how we started teaching implementing them in https://t.co/GEOZunWoXj.",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 3,
"quoteCount": 0,
"viewCount": 317,
"createdAt": "Thu Aug 21 09:22:41 +0000 2025",
"lang": "en",
"bookmarkCount": 1,
"isReply": true,
"inReplyToId": "1957985483520373103",
"conversationId": "1957985483520373103",
"displayTextRange": [
8,
148
],
"inReplyToUserId": "7129932",
"inReplyToUsername": "zcbenz",
"author": {
"type": "user",
"userName": "jeremyphoward",
"url": "https://x.com/jeremyphoward",
"twitterUrl": "https://twitter.com/jeremyphoward",
"id": "175282603",
"name": "Jeremy Howard",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1279600070145437696/eocLhSLu_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/175282603/1594860705",
"description": "",
"location": "Brisbane/Queensland, Australia",
"followers": 258425,
"following": 6020,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Fri Aug 06 04:58:18 +0000 2010",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 10025,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 2811,
"statusesCount": 63350,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1734606378331951318"
],
"profile_bio": {
"description": "๐ฆ๐บ Co-founder: @AnswerDotAI & @FastDotAI ;\nPrev: professor @ UQ; Stanford fellow; @kaggle president; @fastmail/@enlitic/etc founder\nhttps://t.co/16UBFTX7mo",
"entities": {
"description": {
"urls": [
{
"display_url": "jeremy.fast.ai",
"expanded_url": "https://jeremy.fast.ai/",
"indices": [
132,
155
],
"url": "https://t.co/16UBFTX7mo"
}
],
"user_mentions": [
{
"id_str": "0",
"indices": [
15,
27
],
"name": "",
"screen_name": "AnswerDotAI"
},
{
"id_str": "0",
"indices": [
30,
40
],
"name": "",
"screen_name": "FastDotAI"
},
{
"id_str": "0",
"indices": [
82,
89
],
"name": "",
"screen_name": "kaggle"
},
{
"id_str": "0",
"indices": [
101,
110
],
"name": "",
"screen_name": "fastmail"
}
]
},
"url": {
"urls": [
{
"display_url": "answer.ai",
"expanded_url": "http://answer.ai",
"indices": [
0,
23
],
"url": "https://t.co/3lh0uQDdfN"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 144,
"url": "https://pbs.twimg.com/card_img/1958001275494363142/I7-Axey8?format=jpg&name=144x144_2",
"width": 144
}
}
},
{
"key": "domain",
"value": {
"string_value": "www.fast.ai"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 420,
"url": "https://pbs.twimg.com/card_img/1958001275494363142/I7-Axey8?format=jpg&name=420x420_2",
"width": 420
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 720,
"url": "https://pbs.twimg.com/card_img/1958001275494363142/I7-Axey8?format=jpg&name=orig",
"width": 1280
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "785618379201654784"
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 100,
"url": "https://pbs.twimg.com/card_img/1958001275494363142/I7-Axey8?format=jpg&name=100x100_2",
"width": 100
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 720,
"url": "https://pbs.twimg.com/card_img/1958001275494363142/I7-Axey8?format=png&name=2048x2048_2_exp",
"width": 1280
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "fast.ai"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 41.15,
"rgb": {
"blue": 206,
"green": 207,
"red": 208
}
},
{
"percentage": 39.69,
"rgb": {
"blue": 44,
"green": 43,
"red": 45
}
},
{
"percentage": 2.31,
"rgb": {
"blue": 166,
"green": 97,
"red": 72
}
},
{
"percentage": 1.83,
"rgb": {
"blue": 69,
"green": 26,
"red": 18
}
},
{
"percentage": 1.4,
"rgb": {
"blue": 188,
"green": 155,
"red": 150
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "fast.aiโMaking neural nets uncool again โ fast.ai"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/GEOZunWoXj"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary",
"url": "https://t.co/GEOZunWoXj",
"user_refs_results": [
{
"rest_id": "785618379201654784",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 15
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/799410161387323392/al3Obw0h_normal.jpg"
},
"banner": {},
"core": {
"created_at": "Mon Oct 10 23:09:52 +0000 2016",
"name": "fast.ai",
"screen_name": "fastdotai"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": ""
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {},
"pinned_items": {
"tweet_ids_str": [
"1144719206253916160"
]
},
"privacy": {},
"private_super_following": false,
"profile_bio": {
"description": "Deep learning R&D: https://t.co/cGBcDU8wJ9;\nEducation: https://t.co/bNXBttRAuR;\nSoftware: https://t.co/0z7Ws3SHDt;\nBook: https://t.co/lVEDyioBtg;\n@math_rachel @jeremyphoward",
"entities": {
"description": {
"urls": [
{
"display_url": "fast.ai",
"expanded_url": "http://fast.ai",
"indices": [
19,
42
],
"url": "https://t.co/cGBcDU8wJ9"
},
{
"display_url": "course.fast.ai",
"expanded_url": "http://course.fast.ai",
"indices": [
55,
78
],
"url": "https://t.co/bNXBttRAuR"
},
{
"display_url": "docs.fast.ai",
"expanded_url": "http://docs.fast.ai",
"indices": [
90,
113
],
"url": "https://t.co/0z7Ws3SHDt"
},
{
"display_url": "up.fm/book",
"expanded_url": "http://up.fm/book",
"indices": [
121,
144
],
"url": "https://t.co/lVEDyioBtg"
}
],
"user_mentions": [
{
"id_str": "0",
"indices": [
146,
158
],
"name": "",
"screen_name": "math_rachel"
},
{
"id_str": "0",
"indices": [
159,
173
],
"name": "",
"screen_name": "jeremyphoward"
}
]
},
"url": {
"urls": [
{
"display_url": "fast.ai",
"expanded_url": "http://www.fast.ai",
"indices": [
0,
23
],
"url": "https://t.co/c6SZB6BpDi"
}
]
}
}
},
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "419E92"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 128039,
"following": 17
},
"relationship_perspectives": {},
"rest_id": "785618379201654784",
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 4,
"tweets": 366
},
"website": {
"url": "https://t.co/c6SZB6BpDi"
},
"verification": {
"is_blue_verified": true
}
}
}
]
},
"place": {},
"entities": {
"urls": [
{
"display_url": "fast.ai",
"expanded_url": "http://fast.ai",
"indices": [
124,
147
],
"url": "https://t.co/GEOZunWoXj"
}
],
"user_mentions": [
{
"id_str": "7129932",
"indices": [
0,
7
],
"name": "Cheng",
"screen_name": "zcbenz"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"article": null
}