🐦 Twitter Post Details

Viewing enriched Twitter post

@polynoamial

To all undergrads interested in learning about AI: be wary of taking “Intro to AI” as your first AI course. In many programs, the class you actually want first is “Intro to Machine Learning”. AI technology has exploded in the past 15 years thanks to deep neural networks. Yet at many schools, the “Intro to AI” curriculum has barely changed from what it was in 2010, and spends often only a few lectures on machine learning. Unfortunately, revamping “Intro to AI” is controversial at many universities, and inertia tends to dominate. Don’t decide which course to take based on the name alone. Instead, check the syllabus. Ideally, the course covers linear regression, gradient descent, backpropagation, and reinforcement learning. Each university is different and some “Intro to AI” courses will cover all these topics, but most don’t. If you plan to pursue AI as a career, I think it makes sense to take “Intro to AI” later for a broader perspective on intelligence. But if your goal is an intro to the technology powering modern chatbots, image recognition/generation tools, and coding assistants, the class you probably want first is “Intro to Machine Learning”.

Media 1
Media 2

📊 Media Metadata

{
  "media": [
    {
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1961065513745789423/media_0.jpg?",
      "media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1961065513745789423/media_0.jpg?",
      "type": "photo",
      "filename": "media_0.jpg"
    },
    {
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1961065513745789423/media_1.jpg?",
      "media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1961065513745789423/media_1.jpg?",
      "type": "photo",
      "filename": "media_1.jpg"
    }
  ],
  "processed_at": "2025-08-29T00:14:36.909385",
  "pipeline_version": "2.0"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "1961065513745789423",
  "url": "https://x.com/polynoamial/status/1961065513745789423",
  "twitterUrl": "https://twitter.com/polynoamial/status/1961065513745789423",
  "text": "To all undergrads interested in learning about AI: be wary of taking “Intro to AI” as your first AI course. In many programs, the class you actually want first is “Intro to Machine Learning”.\n\nAI technology has exploded in the past 15 years thanks to deep neural networks. Yet at many schools, the “Intro to AI” curriculum has barely changed from what it was in 2010, and spends often only a few lectures on machine learning. Unfortunately, revamping “Intro to AI” is controversial at many universities, and inertia tends to dominate.\n\nDon’t decide which course to take based on the name alone. Instead, check the syllabus. Ideally, the course covers linear regression, gradient descent, backpropagation, and reinforcement learning. Each university is different and some “Intro to AI” courses will cover all these topics, but most don’t.\n\nIf you plan to pursue AI as a career, I think it makes sense to take “Intro to AI” later for a broader perspective on intelligence. But if your goal is an intro to the technology powering modern chatbots, image recognition/generation tools, and coding assistants, the class you probably want first is “Intro to Machine Learning”.",
  "source": "Twitter for iPhone",
  "retweetCount": 69,
  "replyCount": 46,
  "likeCount": 790,
  "quoteCount": 14,
  "viewCount": 67433,
  "createdAt": "Thu Aug 28 13:57:07 +0000 2025",
  "lang": "en",
  "bookmarkCount": 308,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "1961065513745789423",
  "displayTextRange": [
    0,
    280
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "polynoamial",
    "url": "https://x.com/polynoamial",
    "twitterUrl": "https://twitter.com/polynoamial",
    "id": "825088493764407298",
    "name": "Noam Brown",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1872883170292457472/8ywVGO5M_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/825088493764407298/1640651327",
    "description": "",
    "location": "San Francisco, CA",
    "followers": 90919,
    "following": 853,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Fri Jan 27 21:10:01 +0000 2017",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 5995,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 133,
    "statusesCount": 1473,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "1834280155730043108"
    ],
    "profile_bio": {
      "description": "Researching reasoning @OpenAI | Co-created Libratus/Pluribus superhuman poker AIs, CICERO Diplomacy AI, and OpenAI o3 / o1 / 🍓 reasoning models",
      "entities": {
        "description": {
          "user_mentions": [
            {
              "id_str": "0",
              "indices": [
                22,
                29
              ],
              "name": "",
              "screen_name": "OpenAI"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "noambrown.github.io",
              "expanded_url": "https://noambrown.github.io/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/puPMURUTrq"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/rLPOnrEBVk",
        "expanded_url": "https://twitter.com/polynoamial/status/1961065513745789423/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {},
          "orig": {}
        },
        "id_str": "1961064844028764160",
        "indices": [
          281,
          304
        ],
        "media_key": "3_1961064844028764160",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARs3GhXh12AACgACGzcasdAWMe8AAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABGzcaFeHXYAAKAAIbNxqx0BYx7wAA",
            "media_key": "3_1961064844028764160"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/GzcaFeHXYAAVeBp.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 823,
              "w": 1470,
              "x": 0,
              "y": 1115
            },
            {
              "h": 1470,
              "w": 1470,
              "x": 0,
              "y": 468
            },
            {
              "h": 1676,
              "w": 1470,
              "x": 0,
              "y": 262
            },
            {
              "h": 1938,
              "w": 969,
              "x": 251,
              "y": 0
            },
            {
              "h": 1938,
              "w": 1470,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1938,
          "width": 1470
        },
        "sizes": {
          "large": {
            "h": 1938,
            "w": 1470
          }
        },
        "type": "photo",
        "url": "https://t.co/rLPOnrEBVk"
      },
      {
        "display_url": "pic.twitter.com/rLPOnrEBVk",
        "expanded_url": "https://twitter.com/polynoamial/status/1961065513745789423/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {},
          "orig": {}
        },
        "id_str": "1961064923875741696",
        "indices": [
          281,
          304
        ],
        "media_key": "3_1961064923875741696",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARs3Gih5F5AACgACGzcasdAWMe8AAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABGzcaKHkXkAAKAAIbNxqx0BYx7wAA",
            "media_key": "3_1961064923875741696"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/GzcaKHkXkAAfGMl.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 824,
              "w": 1472,
              "x": 0,
              "y": 129
            },
            {
              "h": 1472,
              "w": 1472,
              "x": 0,
              "y": 0
            },
            {
              "h": 1678,
              "w": 1472,
              "x": 0,
              "y": 0
            },
            {
              "h": 1972,
              "w": 986,
              "x": 243,
              "y": 0
            },
            {
              "h": 1972,
              "w": 1472,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1972,
          "width": 1472
        },
        "sizes": {
          "large": {
            "h": 1972,
            "w": 1472
          }
        },
        "type": "photo",
        "url": "https://t.co/rLPOnrEBVk"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {},
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "article": null
}