🐦 Twitter Post Details

Viewing enriched Twitter post

@rasbt

Pretty cool "Multi-Head Attention Shape Transformations (Cheat Sheet)" shared by a reader: https://t.co/9Nprk4XHgJ https://t.co/VBft7wtuR7

Media 1

πŸ“Š Media Metadata

{
  "score": 0.729,
  "scored_at": "2025-08-09T13:47:19.520952",
  "import_source": "unknown_source",
  "links_checked": true,
  "checked_at": "2025-08-10T10:33:17.941320",
  "original_structure": "had_data_only",
  "media": [
    {
      "id": "1907441194973413376",
      "type": "photo",
      "url": "https://t.co/VBft7wtuR7",
      "media_url": null,
      "media_url_https": "https://pbs.twimg.com/media/GniXqShWQAA2T2n.jpg",
      "display_url": "pic.x.com/VBft7wtuR7",
      "expanded_url": "https://x.com/rasbt/status/1907441301093490831/photo/1"
    }
  ]
}

πŸ”§ Raw API Response

{
  "tweet": {
    "bookmark_count": 523,
    "bookmarked": false,
    "created_at": "Wed Apr 02 14:33:39 +0000 2025",
    "conversation_id_str": "1907441301093490831",
    "display_text_range": [
      0,
      114
    ],
    "entities": {
      "hashtags": [],
      "media": [
        {
          "display_url": "pic.x.com/VBft7wtuR7",
          "expanded_url": "https://x.com/rasbt/status/1907441301093490831/photo/1",
          "id_str": "1907441194973413376",
          "indices": [
            115,
            138
          ],
          "media_key": "3_1907441194973413376",
          "media_url_https": "https://pbs.twimg.com/media/GniXqShWQAA2T2n.jpg",
          "type": "photo",
          "url": "https://t.co/VBft7wtuR7",
          "ext_media_availability": {
            "status": "Available"
          },
          "features": {
            "large": {
              "faces": [
                {
                  "x": 17,
                  "y": 993,
                  "h": 82,
                  "w": 82
                },
                {
                  "x": 17,
                  "y": 830,
                  "h": 95,
                  "w": 95
                }
              ]
            },
            "medium": {
              "faces": [
                {
                  "x": 13,
                  "y": 789,
                  "h": 65,
                  "w": 65
                },
                {
                  "x": 13,
                  "y": 659,
                  "h": 75,
                  "w": 75
                }
              ]
            },
            "small": {
              "faces": [
                {
                  "x": 7,
                  "y": 447,
                  "h": 36,
                  "w": 36
                },
                {
                  "x": 7,
                  "y": 373,
                  "h": 42,
                  "w": 42
                }
              ]
            },
            "orig": {
              "faces": [
                {
                  "x": 17,
                  "y": 993,
                  "h": 82,
                  "w": 82
                },
                {
                  "x": 17,
                  "y": 830,
                  "h": 95,
                  "w": 95
                }
              ]
            }
          },
          "sizes": {
            "large": {
              "h": 1342,
              "w": 1510,
              "resize": "fit"
            },
            "medium": {
              "h": 1066,
              "w": 1200,
              "resize": "fit"
            },
            "small": {
              "h": 604,
              "w": 680,
              "resize": "fit"
            },
            "thumb": {
              "h": 150,
              "w": 150,
              "resize": "crop"
            }
          },
          "original_info": {
            "height": 1342,
            "width": 1510,
            "focus_rects": [
              {
                "x": 0,
                "y": 0,
                "w": 1510,
                "h": 846
              },
              {
                "x": 168,
                "y": 0,
                "w": 1342,
                "h": 1342
              },
              {
                "x": 333,
                "y": 0,
                "w": 1177,
                "h": 1342
              },
              {
                "x": 759,
                "y": 0,
                "w": 671,
                "h": 1342
              },
              {
                "x": 0,
                "y": 0,
                "w": 1510,
                "h": 1342
              }
            ]
          },
          "allow_download_status": {
            "allow_download": true
          },
          "media_results": {
            "result": {
              "media_key": "3_1907441194973413376"
            }
          }
        }
      ],
      "symbols": [],
      "timestamps": [],
      "urls": [
        {
          "display_url": "github.com/rasbt/LLMs-fro…",
          "expanded_url": "https://github.com/rasbt/LLMs-from-scratch/discussions/595",
          "url": "https://t.co/9Nprk4XHgJ",
          "indices": [
            91,
            114
          ]
        }
      ],
      "user_mentions": []
    },
    "extended_entities": {
      "media": [
        {
          "display_url": "pic.x.com/VBft7wtuR7",
          "expanded_url": "https://x.com/rasbt/status/1907441301093490831/photo/1",
          "id_str": "1907441194973413376",
          "indices": [
            115,
            138
          ],
          "media_key": "3_1907441194973413376",
          "media_url_https": "https://pbs.twimg.com/media/GniXqShWQAA2T2n.jpg",
          "type": "photo",
          "url": "https://t.co/VBft7wtuR7",
          "ext_media_availability": {
            "status": "Available"
          },
          "features": {
            "large": {
              "faces": [
                {
                  "x": 17,
                  "y": 993,
                  "h": 82,
                  "w": 82
                },
                {
                  "x": 17,
                  "y": 830,
                  "h": 95,
                  "w": 95
                }
              ]
            },
            "medium": {
              "faces": [
                {
                  "x": 13,
                  "y": 789,
                  "h": 65,
                  "w": 65
                },
                {
                  "x": 13,
                  "y": 659,
                  "h": 75,
                  "w": 75
                }
              ]
            },
            "small": {
              "faces": [
                {
                  "x": 7,
                  "y": 447,
                  "h": 36,
                  "w": 36
                },
                {
                  "x": 7,
                  "y": 373,
                  "h": 42,
                  "w": 42
                }
              ]
            },
            "orig": {
              "faces": [
                {
                  "x": 17,
                  "y": 993,
                  "h": 82,
                  "w": 82
                },
                {
                  "x": 17,
                  "y": 830,
                  "h": 95,
                  "w": 95
                }
              ]
            }
          },
          "sizes": {
            "large": {
              "h": 1342,
              "w": 1510,
              "resize": "fit"
            },
            "medium": {
              "h": 1066,
              "w": 1200,
              "resize": "fit"
            },
            "small": {
              "h": 604,
              "w": 680,
              "resize": "fit"
            },
            "thumb": {
              "h": 150,
              "w": 150,
              "resize": "crop"
            }
          },
          "original_info": {
            "height": 1342,
            "width": 1510,
            "focus_rects": [
              {
                "x": 0,
                "y": 0,
                "w": 1510,
                "h": 846
              },
              {
                "x": 168,
                "y": 0,
                "w": 1342,
                "h": 1342
              },
              {
                "x": 333,
                "y": 0,
                "w": 1177,
                "h": 1342
              },
              {
                "x": 759,
                "y": 0,
                "w": 671,
                "h": 1342
              },
              {
                "x": 0,
                "y": 0,
                "w": 1510,
                "h": 1342
              }
            ]
          },
          "allow_download_status": {
            "allow_download": true
          },
          "media_results": {
            "result": {
              "media_key": "3_1907441194973413376"
            }
          }
        }
      ]
    },
    "favorite_count": 622,
    "favorited": false,
    "full_text": "Pretty cool \"Multi-Head Attention Shape Transformations (Cheat Sheet)\" shared by a reader: https://t.co/9Nprk4XHgJ https://t.co/VBft7wtuR7",
    "is_quote_status": false,
    "lang": "en",
    "possibly_sensitive": false,
    "possibly_sensitive_editable": true,
    "quote_count": 2,
    "reply_count": 5,
    "retweet_count": 90,
    "retweeted": false,
    "user_id_str": "865622395",
    "id_str": "1907441301093490831",
    "note_tweet": null
  },
  "user": {
    "__typename": "User",
    "id": "VXNlcjo4NjU2MjIzOTU=",
    "rest_id": "865622395",
    "affiliates_highlighted_label": {},
    "has_graduated_access": true,
    "is_blue_verified": true,
    "profile_image_shape": "Circle",
    "legacy": {
      "can_dm": false,
      "can_media_tag": true,
      "created_at": "Sun Oct 07 02:06:16 +0000 2012",
      "default_profile": false,
      "default_profile_image": false,
      "description": "ML/AI researcher & former stats professor turned LLM research engineer. Author of \"Build a Large Language Model From Scratch\" (https://t.co/O8LAAMRzzW).",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "amzn.to/4fqvn0D",
              "expanded_url": "https://amzn.to/4fqvn0D",
              "url": "https://t.co/O8LAAMRzzW",
              "indices": [
                127,
                150
              ]
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "sebastianraschka.com",
              "expanded_url": "https://sebastianraschka.com",
              "url": "https://t.co/HrtQQ5tgJl",
              "indices": [
                0,
                23
              ]
            }
          ]
        }
      },
      "fast_followers_count": 0,
      "favourites_count": 21591,
      "followers_count": 337064,
      "friends_count": 1013,
      "has_custom_timelines": true,
      "is_translator": false,
      "listed_count": 4154,
      "location": "",
      "media_count": 1917,
      "name": "Sebastian Raschka",
      "normal_followers_count": 337064,
      "pinned_tweet_ids_str": [
        "1913589458726690892"
      ],
      "possibly_sensitive": false,
      "profile_banner_url": "https://pbs.twimg.com/profile_banners/865622395/1742309979",
      "profile_image_url_https": "https://pbs.twimg.com/profile_images/1661187442043486209/a3E4t1eV_normal.jpg",
      "profile_interstitial_type": "",
      "screen_name": "rasbt",
      "statuses_count": 17742,
      "translator_type": "none",
      "url": "https://t.co/HrtQQ5tgJl",
      "verified": false,
      "want_retweets": false,
      "withheld_in_countries": []
    },
    "professional": {
      "rest_id": "1487642811856007168",
      "professional_type": "Creator",
      "category": [
        {
          "id": 713,
          "name": "Science & Technology",
          "icon_name": ""
        }
      ]
    },
    "tipjar_settings": {
      "is_enabled": true,
      "bitcoin_handle": "",
      "cash_app_handle": "SebastianRaschka",
      "ethereum_handle": "",
      "venmo_handle": "Sebastian-Raschka"
    }
  },
  "views": "30641"
}