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    Categories>AI>Memory Flow: Inside RNNs

    Memory Flow: Inside RNNs

    26 min
    |
    |
    6 févr. 2026
    AITechnologyScience

    Explore how Recurrent Neural Networks maintain memory across sequences through their unique hidden state mechanism, enabling them to process sequential data in ways traditional neural networks cannot.

    Memory Flow: Inside RNNs

    Meilleure citation de Memory Flow: Inside RNNs

    “

    What makes RNNs unique is their ability to maintain memory across sequences. Unlike traditional neural networks that process each input independently, RNNs have this internal 'hidden state' that acts like a memory, carrying information from previous steps forward.

    ”

    Cette leçon audio a été créée par un membre de la communauté BeFreed

    Question posée

    RNN and the Flow of Execution

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    Fait partie d'un plan d'apprentissage

    Neural Networks and LLM

    Neural Networks and LLM

    PLAN D'APPRENTISSAGE

    Neural Networks and LLM

    2 h 53 m•4 Épisodes

    Points clés

    1

    Memory in the Machine

    0:00
    0:10
    0:27
    0:31
    0:45
    0:52
    2

    The Hidden State Mechanism

    1:02
    1:27
    1:33
    1:57
    2:08
    2:22
    2:29
    2:51
    2:55
    3:15
    3:22
    3

    Unfolding Time for Learning

    3:36
    3:43
    4:00
    4:04
    4:20
    4:25
    4:44
    4:48
    5:09
    5:13
    5:29
    5:35
    5:49
    5:54
    4

    The Memory Bottleneck

    6:11
    6:19
    6:41
    0:31
    7:02
    7:07
    7:22
    7:30
    7:42
    4:48
    8:02
    8:07
    8:20
    8:29
    5

    Breaking the Sequence Length Barrier

    8:47
    8:54
    9:05
    9:12
    9:28
    5:35
    0:30
    7:07
    10:04
    10:10
    10:27
    0:31
    10:55
    11:02
    11:13
    4:48
    6

    The Encoder-Decoder Revolution

    11:28
    11:36
    11:49
    5:35
    12:11
    12:19
    12:32
    12:42
    12:55
    13:00
    13:16
    0:31
    13:38
    13:44
    14:01
    2:29
    7

    Gating Mechanisms and Memory Control

    14:17
    14:27
    14:41
    0:31
    15:06
    6:19
    15:23
    15:27
    15:41
    15:43
    15:55
    5:35
    16:15
    16:20
    16:31
    16:37
    8

    Practical Applications and Real-World Impact

    16:55
    17:06
    17:19
    4:48
    17:39
    17:45
    18:02
    18:06
    18:22
    18:26
    0:30
    18:49
    19:06
    5:35
    19:28
    19:37
    9

    Building Your RNN Intuition

    19:56
    20:03
    20:16
    4:48
    20:40
    20:46
    21:03
    21:07
    21:21
    21:27
    21:42
    4:48
    22:01
    22:07
    22:27
    22:35
    10

    The Future of Sequential Modeling

    22:51
    23:00
    23:16
    5:35
    23:35
    23:44
    24:00
    24:05
    24:17
    4:48
    24:38
    24:44
    24:59
    2:29
    25:28
    25:44
    26:05
    26:21

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