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NVIDIA AI Infrastructure and Operations (NCA-AIIO)

GPUs, AI data centres, networking and operations for NVIDIA's associate certification.

Study & career skills · Intermediate · English · 79 videos · 3 h 51 min · videos by ExamPro

By the end you should be able to

  1. Explain GPU computing and AI workloads
  2. Describe AI data-centre infrastructure
  3. Operate and monitor AI infrastructure

Watch in this order

  1. 1.Meet Your Instructor1 min
  2. 2.Introduction to NCA-AIIO9 min
  3. 3.Exam Guide Breakdown5 min
  4. 4.What is Nvidia?4 min
  5. 5.What is a GPU?1 min
  6. 6.Nvidia RTX8 min
  7. 7.Ada LoveLace Die Follow Along3 min
  8. 8.Nvidia Control Panel1 min
  9. 9.Nvidia Control Panel Follow Along3 min
  10. 10.Nvidia App1 min
  11. 11.Nvidia App Follow Along3 min
  12. 12.Nvidia SMI3 min
  13. 13.Nvidia SMI Follow Along6 min
  14. 14.CPU Cache Levels2 min
  15. 15.CUDA15 min
  16. 16.CUDA Hello World Follow Along9 min
  17. 17.ResNet 502 min
  18. 18.ResNet 50 Visualize Follow Along1 min
  19. 19.Nvidia Container Toolkit4 min
  20. 20.Nvidia Container Toolkit Troubleshooting3 min
  21. 21.Nvidia Toolkit Container Follow Along P13 min
  22. 22.Nvidia Toolkit Container Follow Along P241 min
  23. 23.Triton Inference Server2 min
  24. 24.Triton Follow Along10 min
  25. 25.DenseNet vs ResNet2 min
  26. 26.SLURM2 min
  27. 27.Nvidia Base Command Manager2 min
  28. 28.Nvidia GPU Operator1 min
  29. 29.Nvidia Data Center GPU1 min
  30. 30.H1004 min
  31. 31.CPUs vs GPUs2 min
  32. 32.H100 Datasheet Follow Along3 min
  33. 33.NCA-AIIO: Nvidia Hopper Architecture2 min
  34. 34.NCA-AIIO: Transformer Architecture2 min
  35. 35.Nvidia Transformer Engine1 min
  36. 36.Hopper vs Grace Hopper1 min
  37. 37.Thermal Design Power1 min
  38. 38.Closed Loop Liquid Cooling System1 min
  39. 39.Direct Liquid Cooling1 min
  40. 40.Power Density Approaches2 min
  41. 41.Power Density Planning3 min
  42. 42.Nvidia DGX2 min
  43. 43.Nvidia DGX H1003 min
  44. 44.Dual Xeon Platinum 8480C2 min
  45. 45.Nvidia DGX Scalable Units1 min
  46. 46.Nvidia H100 GPU2 min
  47. 47.ConnectX2 min
  48. 48.Nvidia Bluefield Platform2 min
  49. 49.NVMe oF2 min
  50. 50.Bluefield Storage Acceleration1 min
  51. 51.NCCL1 min
  52. 52.PCIe1 min
  53. 53.NVLink and NVSwitch3 min
  54. 54.InfiniBand4 min
  55. 55.RDMA1 min
  56. 56.RoCE1 min
  57. 57.Network Fabric2 min
  58. 58.Nvidia Magnum IO1 min
  59. 59.Nvidia Desktop Density1 min
  60. 60.GbE2 min
  61. 61.PUE1 min
  62. 62.SIMT1 min
  63. 63.OOM Error2 min
  64. 64.OOB Network1 min
  65. 65.Homomorphic Encryption1 min
  66. 66.ArctyrEx1 min
  67. 67.Nvidia NGC1 min
  68. 68.Nvidia GPU Direct1 min
  69. 69.Nvidia GPUDirect RDMA3 min
  70. 70.Nvidia Rapids1 min
  71. 71.Nvidia GPUDirect Storage1 min
  72. 72.CuDF1 min
  73. 73.NeMo Framework1 min
  74. 74.Nvidia MIG1 min
  75. 75.ONNX1 min
  76. 76.TensorRT for RTX1 min
  77. 77.TensorRT LLM1 min
  78. 78.TensorRT LLM Quantization1 min
  79. 79.NCCL Collective Operations5 min

Before you start: Networking fundamentals

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