Merge branch 'main' into feat/deploy-claude-computer-use

.github/actions/spelling/allow.txt

@@ -114,7 +114,11 @@ Glickman
 Gmb
 GmbH
 Googlers
+Hadoop
+HBox
 HDFC
+HDFS
+hdfs
 HIDPI
 HIGHCPU
 HMO
@@ -138,6 +142,7 @@ Hyperdisk
 ICICI
 ICML
 INFOPLIST
+IOMGR
 IVF
 Isner
 JPY
@@ -174,6 +179,7 @@ LMPA
 LOOKBACK
 LRESULT
 LSTATUS
+LSTM
 LSum
 LTRB
 LUVBPTK
@@ -182,6 +188,8 @@ LangGraph
 Lego
 Leung
 Llion
+Loghub
+loghub
 Logrus
 Lottry
 MLB
@@ -254,6 +262,7 @@ RAGAS
 RLHF
 RMSE
 RNNs
+RNN
 ROOTSPAN
 RRF
 RTN
@@ -273,6 +282,7 @@ SEK
 SEO
 SIMONE
 SKUs
+SNE
 SNB
 SPII
 SPLADE
@@ -320,6 +330,8 @@ Traceloop
 Trapp
 Tribbiani
 Tricyle
+TSNE
+tsne
 UDFs
 USERDATA
 Unimicron
@@ -407,6 +419,7 @@ bigframes
 bigquery
 bitcoin
 blogs
+bml
 boundings
 bpa
 bpd
@@ -423,9 +436,11 @@ chromadb
 cicd
 cimg
 claude
+clf
 clickable
 clsx
 cmap
+cnf
 codebase
 codebases
 codefile
@@ -441,6 +456,8 @@ colvis
 colwidth
 constexpr
 corpuses
+countplot
+COUNTIF
 csa
 cse
 ctd
@@ -457,6 +474,7 @@ deepeval
 dente
 descgen
 deskmates
+dfs
 dino
 diy
 docai
@@ -610,6 +628,7 @@ linted
 linting
 llm
 llms
+logparser
 logprobs
 lparam
 lxml
@@ -625,15 +644,18 @@ memes
 metadatas
 mgrs
 miranda
+millis
 morty
 moviepy
+mpld
 mpn
 mrr
 multitool
 mwouts
 nbconvert
 nbfmt
 nbformat
+nbviewer
 ncols
 ndarray
 neering
@@ -719,6 +741,7 @@ ramen
 rapideval
 rarians
 ratelimit
+rbf
 redef
 repreve
 reranked
@@ -736,6 +759,7 @@ rsp
 saaagesh
 scann
 scattergl
+scikit
 seaborn
 selectbox
 sft
@@ -762,6 +786,7 @@ stuffie
 subviews
 subword
 supima
+svm
 sxs
 tabular
 tagline
@@ -784,6 +809,7 @@ toself
 toset
 tqdm
 traceloop
+treeah
 tritan
 tseslint
 tsv
@@ -841,3 +867,4 @@ youtube
 ytd
 yticks
 zaxis
+Zhu

embeddings/README.md

@@ -14,4 +14,7 @@ This repository explores various techniques and use-cases for embedding in Machi
 
 ## Use Cases
 
-- **[use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb](use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb):** Shows how to utilize vector search and BigQuery to identify outlier log entries based on their semantic similarity to other logs.
+### Outlier Detection
+
+- **[bq-vector-search-outlier-detection-audit-logs.ipynb](use-cases/outlier-detection/bq-vector-search-outlier-detection-audit-logs.ipynb):** Shows how to detect and investigate anomalies in audit logs using BigQuery vector search and Cloud Audit logs as an example dataset.
+- **[bq-vector-search-outlier-detection-infra-logs.ipynb](use-cases/outlier-detection/bq-vector-search-outlier-detection-infra-logs.ipynb):** Demonstrates building a real-world outlier detection using Gemini and BigQuery vector search. Also shows how to tune hyperparameters and evaluate performance using a public HDFS logs dataset.