HLS4ML - Deepcalo

from Monday, 26 July 2021 (17:00) to Saturday, 31 December 2022 (18:00)


        : Sessions
    /     : Talks
        : Breaks
26 Jul 2021
1 Sept 2021
11 Nov 2021
18 Nov 2021
28 Nov 2021
2 Dec 2021
16 Dec 2021
22 Dec 2021
6 Jan 2022
20 Jan 2022
27 Jan 2022
3 Feb 2022
10 Feb 2022
17 Feb 2022
24 Feb 2022
10 Mar 2022
17 Mar 2022
24 Mar 2022
31 Mar 2022
7 Apr 2022
14 Apr 2022
28 Apr 2022
5 May 2022
12 May 2022
19 May 2022
2 Jun 2022
16 Jun 2022
30 Jun 2022
7 Jul 2022
14 Jul 2022
21 Jul 2022
28 Jul 2022
4 Aug 2022
11 Aug 2022
18 Aug 2022
25 Aug 2022
1 Sept 2022
15 Sept 2022
20 Oct 2022
17 Nov 2022
AM
PM
17:00 Tuning of CNN HLS - Bo-Cheng Lai (National Yang Ming Chiao Tung University)  
17:00 Tuning of CNN HLS - Bo-Cheng Lai (National Yang Ming Chiao Tung University)  
20:00 TinyML and DeepCalo - Chi-Rui Chen (NYCU) Hao-Ping Wang (NYCU)  
15:00 DeepCalo HLS4ML code - Hao-Ping Wang (NYCU) Chi-Rui Chen (NYCU)  
15:00 DeepCalo HLS conversion - Chi-Rui Chen (NYCU)  
15:20 DeepCalo qKeras - Hao-Ping Wang (NYCU) Logan Aikas Logan Aikas  
15:00 DeepCalo status - Chi-Rui Chen (NYCU)  
15:00 Deepcalo IQR comparison: Floating vs Quantization - Chi-Rui Chen (NYCU) Logan Aikas Logan Aikas  
15:00 Image-only model quantization study - Chi-Rui Chen (NYCU) Yan-Lun Huang  
15:20 Image-only model study plan - Logan Aikas Logan Aikas  
19:00 DeepCalo quantization precision study - Yan-Lun Huang Chi-Rui Chen (NYCU)  
15:00 DeepCalo quantization precision scan - Yan-Lun Huang  
17:00 DeepCalo: Dylan vs Master - Yan-Lun Huang Logan Aikas  
16:00 DeepCalo: Dylan vs Master - Yan-Lun Huang Logan Aikas Logan Aikas  
16:00 DeepCalo image-only synthesis - Logan Aikas Logan Aikas  
16:00 DeepCalo Synthesizing study - Logan Aikas Yan-Lun Huang Logan Aikas  
16:00 DeepCalo Synthesizing study - Yan-Lun Huang  
16:00 DeepCalo Synthesizing study - Chi-Rui Chen (NYCU) Yan-Lun Huang  
16:00 DeepCalo: HLS4ML improved conv2d layer - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 DeepCalo: HLS4ML for synthesis - Yan-Lun Huang Chi-Rui Chen (NYCU)  
17:00 Single Stream Image-Only Model - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 Image-only model update - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 Image-only model update - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 Image-only model update - Yan-Lun Huang Chi-Rui Chen (NYCU)  
17:00 Image-only model update - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 Qkeras Introduction and application on current model - Ziang Yin  
17:00 Image-only model update - Yan-Lun Huang Lin-Chi Yang Chi-Rui Chen (NYCU)  
17:00 Image-only model update - Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:20 AutoQKeras - Ziang Yin Lin-Chi Yang  
17:00 Alveo u50 with Vitis flow & Qkeras into deepcalo - Lin-Chi Yang Chi-Rui Chen (NYCU) Yan-Lun Huang  
17:00 Alveo u50 with Vitis flow & Qkeras into deepcalo - Yan-Lun Huang Lin-Chi Yang  
17:00 Alveo u50 with Vitis flow - Yan-Lun Huang  
17:00 Alveo u50 with Vitis flow - Yan-Lun Huang  
17:00 Status update - Yan-Lun Huang  
17:20 QKeras update - Lin-Chi Yang Ziang Yin  
17:00 Alveo u50 with Vitis flow & Full dataset training - Yan-Lun Huang Lin-Chi Yang  
17:00 Alveo u50 with Vitis flow - Yan-Lun Huang  
17:00 Alveo u50 with Vitis flow - Yan-Lun Huang Lin-Chi Yang  
17:00 Conv2D & Pooling optimization & Full model discussion - Chi-Rui Chen (NYCU) Lin-Chi Yang Yan-Lun Huang  
17:20 Recreate Deepcalo full model base on the thesis - Ziang Yin  
17:00 Alveo u50 with Vitis flow & Quantization - Yan-Lun Huang Lin-Chi Yang  
17:00 Image-only model - Yan-Lun Huang  
17:00 Weekly report on image-only and full model performance using em_endcap image from Endcap dataset - Ziang Yin (University of Washington (US))  
17:15 Synthesis of full model & Qauntize strategy - Yan-Lun Huang Lin-Chi Yang Chi-Rui Chen (NYCU)  
17:00 Alveo with Vitis flow & Qantization - Lin-Chi Yang Yan-Lun Huang Chi-Rui Chen (NYCU)  
17:00 QAT and PTQ result & auto-conversion in HLS - Yan-Lun Huang Lin-Chi Yang  
17:00 Quantized full model & Alveo with data flow - Yan-Lun Huang Lin-Chi Yang  
17:00 PTQ study & Full model & Latency comparison - Yan-Lun Huang Lin-Chi Yang Chi-Rui Chen (NYCU)