generated from r4ds/bookclub-template
-
Notifications
You must be signed in to change notification settings - Fork 3
/
Copy path_quarto.yaml
157 lines (154 loc) · 7.16 KB
/
_quarto.yaml
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
project:
type: website
website:
title: "Generative AI Handbook Book Club"
sidebar:
style: "docked"
search: true
tools:
- icon: github
href: https://github.com/r4ds/bookclub-genai
- icon: youtube
href: https://www.youtube.com/playlist?list=PL3x6DOfs2NGivdWYQXgxTuAY6P5rFLmYH
- icon: mastodon
href: https://fosstodon.org/@DSLC
- icon: linkedin
href: https://www.linkedin.com/company/dslc-io
contents:
- index.qmd
- file: slides/00-club_intro.qmd
target: genai_club-club_intro
- section: "Introduction"
contents:
- file: slides/01_preliminaries.qmd
target: genai_club-preliminaries
- section: "Section I: Foundations of Sequential Prediction"
contents:
- file: slides/02_statistical-prediction-and-supervised-learning.qmd
target: genai_club-statistical-prediction-and-supervised-learning
- file: slides/03_time-series-analysis.qmd
target: genai_club-time-series-analysis
- file: slides/04_online-learning-and-regret-minimization.qmd
target: genai_club-online-learning-and-regret-minimization
- file: slides/05_reinforcement-learning.qmd
target: genai_club-reinforcement-learning
- file: slides/06_markov-models.qmd
target: genai_club-markov-models
- section: "Section II: Neural Sequential Prediction"
contents:
- file: slides/07_statistical-prediction-with-neural-networks.qmd
target: genai_club-statistical-prediction-with-neural-networks
- file: slides/08_recurrent-neural-networks.qmd
target: genai_club-recurrent-neural-networks
- file: slides/09_lstms-and-grus.qmd
target: genai_club-lstms-and-grus
- file: slides/10_embeddings-and-topic-modeling.qmd
target: genai_club-embeddings-and-topic-modeling
- file: slides/11_encoders-and-decoders.qmd
target: genai_club-encoders-and-decoders
- file: slides/12_decoder-only-transformers.qmd
target: genai_club-decoder-only-transformers
- section: "Section III: Foundations for Modern Language Modeling"
contents:
- file: slides/13_tokenization.qmd
target: genai_club-tokenization
- file: slides/14_positional-encoding.qmd
target: genai_club-positional-encoding
- file: slides/15_pretraining-recipes.qmd
target: genai_club-pretraining-recipes
- file: slides/16_distributed-training-and-fsdp.qmd
target: genai_club-distributed-training-and-fsdp
- file: slides/17_scaling-laws.qmd
target: genai_club-scaling-laws
- file: slides/18_mixture-of-experts.qmd
target: genai_club-mixture-of-experts
- section: "Section IV: Finetuning Methods for LLMs"
contents:
- file: slides/19_instruct-fine-tuning.qmd
target: genai_club-instruct-fine-tuning
- file: slides/20_low-rank-adapters-lora.qmd
target: genai_club-low-rank-adapters-lora
- file: slides/21_reward-models-and-rlhf.qmd
target: genai_club-reward-models-and-rlhf
- file: slides/22_direct-preference-optimization-methods.qmd
target: genai_club-direct-preference-optimization-methods
- file: slides/23_context-scaling.qmd
target: genai_club-context-scaling
- file: slides/24_distillation-and-merging.qmd
target: genai_club-distillation-and-merging
- section: "Section V: LLM Evaluations and Applications"
contents:
- file: slides/25_benchmarking.qmd
target: genai_club-benchmarking
- file: slides/26_sampling-and-structured-outputs.qmd
target: genai_club-sampling-and-structured-outputs
- file: slides/27_prompting-techniques.qmd
target: genai_club-prompting-techniques
- file: slides/28_vector-databases-and-reranking.qmd
target: genai_club-vector-databases-and-reranking
- file: slides/29_retrieval-augmented-generation.qmd
target: genai_club-retrieval-augmented-generation
- file: slides/30_tool-use-and-agents.qmd
target: genai_club-tool-use-and-agents
- file: slides/31_llms-for-synthetic-data.qmd
target: genai_club-llms-for-synthetic-data
- file: slides/32_representation-engineering.qmd
target: genai_club-representation-engineering
- file: slides/33_mechanistic-interpretability.qmd
target: genai_club-mechanistic-interpretability
- file: slides/34_linear-representation-hypotheses.qmd
target: genai_club-linear-representation-hypotheses
- section: "Section VI: Performance Optimizations for Efficient Inference"
contents:
- file: slides/35_parameter-quantization.qmd
target: genai_club-parameter-quantization
- file: slides/36_speculative-decoding.qmd
target: genai_club-speculative-decoding
- file: slides/37_flashattention.qmd
target: genai_club-flashattention
- file: slides/38_key-value-caching-and-paged-attention.qmd
target: genai_club-key-value-caching-and-paged-attention
- file: slides/39_cpu-offloading.qmd
target: genai_club-cpu-offloading
- section: "Section VII: Sub-Quadratic Context Scaling"
contents:
- file: slides/40_sliding-window-attention.qmd
target: genai_club-sliding-window-attention
- file: slides/41_ring-attention.qmd
target: genai_club-ring-attention
- file: slides/42_linear-attention-rwkv.qmd
target: genai_club-linear-attention-rwkv
- file: slides/43_structured-state-space-models.qmd
target: genai_club-structured-state-space-models
- file: slides/44_hyperattention.qmd
target: genai_club-hyperattention
- section: "Section VIII: Generative Modeling Beyond Sequences"
contents:
- file: slides/45_distribution-modeling.qmd
target: genai_club-distribution-modeling
- file: slides/46_variational-auto-encoders.qmd
target: genai_club-variational-auto-encoders
- file: slides/47_generative-adversarial-nets.qmd
target: genai_club-generative-adversarial-nets
- file: slides/48_conditional-gans.qmd
target: genai_club-conditional-gans
- file: slides/49_normalizing-flows.qmd
target: genai_club-normalizing-flows
- file: slides/50_diffusion-models.qmd
target: genai_club-diffusion-models
- section: "Section IX: Multimodal Models"
contents:
- file: slides/51_tokenization-beyond-text.qmd
target: genai_club-tokenization-beyond-text
- file: slides/52_vq-vae.qmd
target: genai_club-vq-vae
- file: slides/53_vision-transformers.qmd
target: genai_club-vision-transformers
format:
html:
theme:
dark: darkly
light: flatly
css: styles.css
toc: false
link-external-newwindow: true