| A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | |
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1 | This is for AID-503 course, taught by Dr Sparsh at IITR in Autumn 2021 semester. | |||||||||||||||||||
2 | Lecture title | Link accessible to Public | Link only accessible by IITR students/faculty | |||||||||||||||||
3 | 2021-08-02_L1a_OverviewMotivation | https://youtu.be/T_CIx13TNEg | https://web.microsoftstream.com/video/bcc0436a-2a69-4050-907d-8305f77d0902 | |||||||||||||||||
4 | 2021-08-03_L2a_ApproximateComputing_Background_Slide1-25 | https://youtu.be/mdSHeZ_fABE | https://web.microsoftstream.com/video/6706a3f7-6d29-4636-864f-8307b8cb45de | |||||||||||||||||
5 | 2021-08-05_L2a_ApproximateComputing_Background_Slide26-end | https://youtu.be/9xRb-CfoSl8 | https://web.microsoftstream.com/video/211ef72b-3e7e-4d8f-8af5-aaa564a13ee7 | |||||||||||||||||
6 | 2021-08-05_L2b_ApproximateComputing_Techniques_Slide1-15 | https://youtu.be/At5TxfXcubI | https://web.microsoftstream.com/video/37eb0333-dfe3-4f8f-aa06-22afdafd9bf8 | |||||||||||||||||
7 | 2021-08-07_L2b_ApproximateComputing_Techniques_Slide16to36 | https://youtu.be/BoH33EH-4mU | https://web.microsoftstream.com/video/68c68c3b-126d-4958-aba8-c08a2b759957 | |||||||||||||||||
8 | 2021-08-09_L2b_ApproximateComputing_Techniques_Slide39-68 | https://youtu.be/wBTbVljU4sc | https://web.microsoftstream.com/video/52986783-d2ef-447b-8b88-880735046ed3 | |||||||||||||||||
9 | 2021-08-10_L2b_ApproximateComputing_Techniques_Slide69toEnd | https://youtu.be/1wG_4SeZIQc | https://web.microsoftstream.com/video/6ea2e540-66ec-47f4-98b9-b349137c3c96 | |||||||||||||||||
10 | ||||||||||||||||||||
11 | 2021-08-10_L3a_QuickIntroToCNNs | https://youtu.be/aXrFr8G4fAg | https://web.microsoftstream.com/video/08ef0c5b-e6a4-4355-ac34-dd4d707e3588 | |||||||||||||||||
12 | 2021-08-12_L3b_CommonOptimizationsToDNNs_Slide1to24 | https://youtu.be/jjFkthfI0t0 | https://web.microsoftstream.com/video/b1f7e0f0-a5de-4bff-b687-23796b2b339f | |||||||||||||||||
13 | 2021-08-16_L3b_CommonOptimizationsToDNNs_Slide25to31 | https://youtu.be/e4zV6GT3EUM | https://web.microsoftstream.com/video/bc77c52a-b8b2-49b8-839a-9c08e391c592 | |||||||||||||||||
14 | ||||||||||||||||||||
15 | 20210816_L4a_L4b_CacheBlockingOfMatrixTranspose | https://youtu.be/apytE4jsUpk | https://web.microsoftstream.com/video/1abb1d1c-5965-47ec-8aed-9a1e9bb3aa88 | |||||||||||||||||
16 | 2021-08-17_L4c_HowToDO_CacheBlocking_MatrixMultiplication_CONV | https://youtu.be/q5JnQH8QnD0 | https://web.microsoftstream.com/video/ecf0fbf1-6a8f-4802-b31b-a0f9563a132f | |||||||||||||||||
17 | ||||||||||||||||||||
18 | 2021-08-19_L05a_GPU_Architecture_MemoryAddressSpaces | https://youtu.be/5ICoGRVt9rg | https://web.microsoftstream.com/video/e59b986e-1f91-4ac1-94eb-ac07b6ce9ed5 | |||||||||||||||||
19 | 2021-08-23_L05b_GlobalMemory_SharedMemory_Optimization | https://youtu.be/hKkHB1YA7ks | https://web.microsoftstream.com/video/9f3b94ed-da24-4234-8295-6970a993586a | |||||||||||||||||
20 | ||||||||||||||||||||
21 | 2021-08-21_L10a_FloatingPointNumbers | https://youtu.be/nQu35_4RPzc | https://web.microsoftstream.com/video/a29a8494-b893-4e60-8c9b-b80835b50fe5 | |||||||||||||||||
22 | 2021-08-21_L10b_FloatingPointNumber_SolvedExample | https://youtu.be/ovvc21yb8PY | https://web.microsoftstream.com/video/e538cd51-b8a2-4e21-b5c7-df83d8a70c0d | |||||||||||||||||
23 | ||||||||||||||||||||
24 | 2021-08-23_L6a_DifferentStrategiesOfConvolution | https://youtu.be/cym138KnlZs | https://web.microsoftstream.com/video/9793732c-207b-49cf-8ea8-d933fecd6e02 | |||||||||||||||||
25 | 2021-08-24_L6b_Comparison_Of_DL_Frameworks | https://youtu.be/qopYn_xaRPI | https://web.microsoftstream.com/video/44ca20d9-43a2-4f00-bf93-1fa6dcddf9e5?list=studio | |||||||||||||||||
26 | ||||||||||||||||||||
27 | 2021-08-26_L8_Multiprocessing_Multithreading_Vectorization | https://youtu.be/pBHoXWyMa90 | https://web.microsoftstream.com/video/3fe99354-68e1-4a98-a5ad-46524d5b2eeb | |||||||||||||||||
28 | ||||||||||||||||||||
29 | 2021-08-26_L7_RooflineModel_Slide1-6 | https://youtu.be/cvg8Sh6oNyI | https://web.microsoftstream.com/video/3ec23009-7f22-43fa-8ce2-e6e5e2075118 | |||||||||||||||||
30 | 2021-08-31_L7_RooflineModel_Slide7-End | https://youtu.be/kLXxmY_hdEk | https://web.microsoftstream.com/video/63b165af-6602-4f2d-b7c8-0738e9bfb207?list=studio | |||||||||||||||||
31 | 2021-09-02_L7_RooflineModel_Part2 | https://youtu.be/73wghmmvEzM | https://web.microsoftstream.com/video/1abcee77-f207-4f8b-8ce4-c21f08154f1a?list=studio | |||||||||||||||||
32 | ||||||||||||||||||||
33 | 2021-09-06_L11a_MatrixMultiplication_SystolicArray | https://youtu.be/eJHvqrlMWpc | https://web.microsoftstream.com/video/4b75524d-6d8f-4b42-953f-70c8c41e2393?list=studio | |||||||||||||||||
34 | 2021-09-06_L11b_TPU_V1_V2_V3_Slide1to16 | https://youtu.be/7u61jdoaaic | https://web.microsoftstream.com/video/d24d1e66-6ca0-4e9f-99ed-e9a474690e65?list=studio | |||||||||||||||||
35 | 2021-09-07_L11b_TPU_V1_V2_V3_Slide17to23 | https://youtu.be/ru0GhYS-sCU | https://web.microsoftstream.com/video/86145a71-b867-40ab-b25f-88c25e84d492?list=studio | |||||||||||||||||
36 | 2021-09-09_L11b_TPU_V1_V2_V3_Slide24toEnd | https://youtu.be/9zVR35X-1M0 | https://web.microsoftstream.com/video/4f2ee90a-18e1-484d-b4fb-3c59f005eff2?list=studio | |||||||||||||||||
37 | ||||||||||||||||||||
38 | 2021-09-13_L12a_DeepLearningOn_FPGA_Slide1-27 | https://youtu.be/7lpEMGB1YQs | https://web.microsoftstream.com/video/635540e7-aa5c-40fb-8733-68caeb0baf59?list=studio | |||||||||||||||||
39 | 2021-09-14_L12a_DeepLearningOn_FPGA_Slide28-End | https://youtu.be/ORiYKrDQLss | https://web.microsoftstream.com/video/5102e1c1-73e3-45b3-adaf-ede3dac7628c | |||||||||||||||||
40 | 2021-09-14_L12b_MicrosoftBrainwave_Slide1-38 | https://youtu.be/-4CHMoPr90I | https://web.microsoftstream.com/video/324e00df-7304-4821-84c4-bd9fa7805fbe?list=studio | |||||||||||||||||
41 | 2021-09-15_L12b_MicrosoftBrainwave_Slide39-end | https://youtu.be/2Uygr4CgFSE | https://web.microsoftstream.com/video/001c2e64-2d98-4766-a448-9a147e57fc56 | |||||||||||||||||
42 | ||||||||||||||||||||
43 | 2021-09-15_L29_Cerebras_WaferScaleEngine | https://youtu.be/R7GP3nrM_7s | https://web.microsoftstream.com/video/bf039b0c-a3b1-499e-8c02-7239fa15e61f | |||||||||||||||||
44 | ||||||||||||||||||||
45 | 2021-09-27_L15a_SuperscalarOOOPipelining_L15b_Background_bigLITTLE_AMPs | https://youtu.be/jTjBUu2PmHE | https://web.microsoftstream.com/video/f0498197-5b95-46db-9a68-83d1342c08b8 | |||||||||||||||||
46 | 2021-09-27_L15c_MachineLearningOnEdge_Smartphone_Facebook_Slide1-20 | https://youtu.be/4nvd6xwEcQ0 | https://web.microsoftstream.com/video/836a4d24-166b-4d4a-bd15-4c61933c28c2 | |||||||||||||||||
47 | 2021-09-28_L15c_MachineLearningOnEdge_Smartphone_Facebook_Slide21-end | https://youtu.be/N5s1Pe7gOz0 | https://web.microsoftstream.com/video/ab018497-bc57-4e79-932c-4c4340318858 | |||||||||||||||||
48 | ||||||||||||||||||||
49 | 2021-09-28_L9a_ModelSizeAwarePruning_ExampleOfDeepCompression_Slide1-24 | https://youtu.be/hTcr_qyf3D0 | https://web.microsoftstream.com/video/78f06d83-2bc2-43dd-b301-c348f6e3cb19 | |||||||||||||||||
50 | 2021-09-30_L9a_ModelSizeAwarePruning_ExampleOfDeepCompression_Slide25-end | https://youtu.be/xBW130sdmvI | https://web.microsoftstream.com/video/c98d636b-498b-4f67-a67a-0cdb14cc7416 | |||||||||||||||||
51 | ||||||||||||||||||||
52 | 2021-09-30_L9b_HardwarePlatformAwarePruning_ExampleOfScalpel_Slide1-18 | https://youtu.be/L44UlRWQ070 | https://web.microsoftstream.com/video/bae25a22-9cc0-445a-9349-bc9cacb39ff3 | |||||||||||||||||
53 | 2021-10-04_L9b_HardwarePlatformAwarePruning_ExampleOfScalpel_Slide19-end | https://youtu.be/5nlhCBLtCsE | https://web.microsoftstream.com/video/696cc1d5-280c-48a2-b187-c36e9a9d3d53 | |||||||||||||||||
54 | ||||||||||||||||||||
55 | 2021-10-04_L17_Application_DL_Accelerator_For_AutonomousDriving_Slide1-16 | https://youtu.be/GDoF3YEpyZk | https://web.microsoftstream.com/video/8ddb44ee-d5df-4ab8-92c7-60763da77812 | |||||||||||||||||
56 | 2021-10-05_L17_Application_DL_Accelerator_For_AutonomousDriving_Slide17-end | https://youtu.be/PI1qv39ThSI | https://web.microsoftstream.com/video/5ca578c3-049b-4ccd-a25a-16ab4faae031 | |||||||||||||||||
57 | ||||||||||||||||||||
58 | 2021-10-05_L14_DL_On_EmbeddedSystems_NVIDIA_Jetson_Slide1-8 | https://youtu.be/d0WihCDj1vI | https://web.microsoftstream.com/video/ebdad664-df13-47fa-ae35-13534a9c0e68 | |||||||||||||||||
59 | 2021-10-07_L14_DL_On_EmbeddedSystems_NVIDIA_Jetson_Slide9-45 | https://youtu.be/RuvNeRy1ZI4 | https://web.microsoftstream.com/video/50c1f104-136a-4dd6-9b1f-f57c3bb2d3ea | |||||||||||||||||
60 | 2021-10-11_L14_DL_On_EmbeddedSystems_NVIDIA_Jetson_Slide46-end | https://youtu.be/5Q3DyGvk1KA | https://web.microsoftstream.com/video/d994093e-0fd2-45d7-ad2a-074ed1094a78 | |||||||||||||||||
61 | ||||||||||||||||||||
62 | 2021-10-11_L32_EnergyMangementApproaches | https://youtu.be/x4w4uqPTiEk | https://web.microsoftstream.com/video/2f940a0d-502c-45a4-bb1f-842452346958 | |||||||||||||||||
63 | ||||||||||||||||||||
64 | 2021-10-12_L20a_DNN_HardwareSecurity_MotivationBackground | https://youtu.be/r2mqUhEMyo4 | https://web.microsoftstream.com/video/1943cfe8-5ae0-4e16-bb1c-001ccddd2938 | |||||||||||||||||
65 | 2021-10-12_L20c_DNN_HardwareSecurity_FaultInjectionAttacks | https://youtu.be/AI1wRsW7gvU | https://web.microsoftstream.com/video/c62a4923-e981-4d8f-a954-a124e49ab40e | |||||||||||||||||
66 | 2021-10-14_L20b_DNN_HardwareSecurity_SideChannelAttacks | https://youtu.be/sR0I8e9MHdI | https://web.microsoftstream.com/video/106b3475-0ae5-47eb-9681-2b7c429c2465 | |||||||||||||||||
67 | ||||||||||||||||||||
68 | 2021-10-14_L34_VLIW_Architecture | https://youtu.be/SlMOaSbn3_o | https://web.microsoftstream.com/video/d5f15a51-5c75-4c40-b838-7e7f53f1705b | |||||||||||||||||
69 | 2021-10-18_L33_Qualcomm_Hexagon_DSP | https://youtu.be/IXEx497oico | https://web.microsoftstream.com/video/8b4477c5-036b-4149-911b-88ea2633d62e | |||||||||||||||||
70 | ||||||||||||||||||||
71 | 2021-10-21_L19a_IntelHabana_Goya_InferenceProcessor | https://youtu.be/xxBy4_uI-xE | https://web.microsoftstream.com/video/268f68b0-4375-4b4d-9cb0-9a0ec0ffc49b | |||||||||||||||||
72 | L19b_IntelHabana_Gaudi_TrainingProcessor | https://youtu.be/_LkphiKvac4 | https://web.microsoftstream.com/video/32e2c093-5782-4456-98e5-dfbdc42fff0e | |||||||||||||||||
73 | ||||||||||||||||||||
74 | 2021-10-23_L39_Tenstorrent_Grayskull | https://youtu.be/6Jrrpbi6ilw | https://web.microsoftstream.com/video/8b76d047-a54c-44a0-b084-e65da150a0f0 | |||||||||||||||||
75 | ||||||||||||||||||||
76 | 2021-10-25_L23_OvercomingMemoryLimitationsOfGPU_DuringTraining_VirtualizingGPUMemory_Slide1-6 | https://youtu.be/kzqVebqdmJg | https://web.microsoftstream.com/video/1b9eb7f9-8ceb-4d87-b734-24ed32382c66 | |||||||||||||||||
77 | 2021-10-26_L23_OvercomingMemoryLimitationsOfGPU_DuringTraining_VirtualizingGPUMemory_Slide7-end | https://youtu.be/WDfYa_YFhzg | https://web.microsoftstream.com/video/35a11a8b-d53d-4792-af69-b24d176ab6dc | |||||||||||||||||
78 | ||||||||||||||||||||
79 | 2021-10-26_L13a_DL_On_CPU_ScopeAndMotivation_Slide1-9 | https://youtu.be/E3KivDq1g0U | https://web.microsoftstream.com/video/0d5839ba-fc9e-40bc-a157-0a6e12abf228 | |||||||||||||||||
80 | 2021-10-28_L13a_DL_On_CPU_ScopeAndMotivation_Slide10-end | https://youtu.be/cCsVB-atfKw | https://web.microsoftstream.com/video/82db1205-39b6-448a-9046-1f021c0365cc | |||||||||||||||||
81 | 2021-10-28_L13b_DL_On_CPU_CaseStudies | https://youtu.be/mO_PpQKLFW4 | https://web.microsoftstream.com/video/312edf44-16f6-4372-9aa2-73842cfbe8ab | |||||||||||||||||
82 | 2021-10-28_L13c_DL_On_CPU_HeterogeneousComputing | https://youtu.be/BSXYMqcqOkg | https://web.microsoftstream.com/video/d2dc6e88-6a67-4256-ba8b-77511988bcc2 | |||||||||||||||||
83 | ||||||||||||||||||||
84 | 2021-11-01_L35_Alibaba_HanGuang_AI_Accelerator | https://youtu.be/F7CHWTtGW9Q | https://web.microsoftstream.com/video/e83ccc21-47b1-47e1-af59-8d98be4cca6a | |||||||||||||||||
85 | ||||||||||||||||||||
86 | 2021-11-02_L30_Graphcore_IPU | https://youtu.be/pFBvYheuSCw | https://web.microsoftstream.com/video/a99d735d-c7af-4ee6-9a0c-397635422103 | |||||||||||||||||
87 | 2021-11-02_L31_ComparisonOfTPU_GPU_IPU_CerebrasWSE | https://youtu.be/Hr4sYjB-90k | https://web.microsoftstream.com/video/9c38d2d3-9536-41a4-88c1-839b8addd2b1 | |||||||||||||||||
88 | ||||||||||||||||||||
89 | 2021-11-08_L21a_DNNReliability_Motivation_Metrics_Characteristics_Slide1-18 | https://youtu.be/8wpT5BpEq_8 | https://web.microsoftstream.com/video/e1615f6f-926a-4f06-88df-ce99c8655027 | |||||||||||||||||
90 | 2021-11-09_L21a_DNNReliability_Motivation_Metrics_Characteristics_Slide19-end | https://youtu.be/GZcjLm8XjiI | https://web.microsoftstream.com/video/3dd71053-d15d-4339-826b-7c69b7c19cb2 | |||||||||||||||||
91 | ||||||||||||||||||||
92 | 2021-11-09_L21c_DNNReliability_Techniques_Slide1-15 | https://youtu.be/P7DucY-NfPI | https://web.microsoftstream.com/video/114773f5-4e54-425a-b4ac-c0bf4df5eae4 | |||||||||||||||||
93 | 2021-11-11_L21c_DNNReliability_Techniques_Slide16-40 | https://youtu.be/jV1cezVLCXU | https://web.microsoftstream.com/video/f9c8fdca-25b0-4bf3-bf66-92c256e1b6b6 | |||||||||||||||||
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100 |