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GITBOOK-71: Updating info and small adjustments on Collections

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`36`	`36`	`*[pgml.tune()](introduction/apis/sql-extensions/pgml.tune.md)`
`37`	`37`	`*[Client SDKs](introduction/apis/client-sdks/README.md)`
`38`	`38`	`*[Overview](introduction/apis/client-sdks/getting-started.md)`
`39`		`-*[Collections](introduction/apis/client-sdks/collections.md)`
	`39`	`+*[Collections](../../pgml-docs/docs/guides/sdks/collections.md)`
`40`	`40`	`*[Pipelines](introduction/apis/client-sdks/pipelines.md)`
`41`	`41`	`*[Search](introduction/apis/client-sdks/search.md)`
`42`	`42`	`*[Tutorials](introduction/apis/client-sdks/tutorials/README.md)`
`@@ -61,7 +61,7 @@`
`61`	`61`
`62`	`62`	`*[OpenSourceAI](use-cases/opensourceai.md)`
`63`	`63`	`*[Chatbots](use-cases/chatbots/README.md)`
`64`		`-*[Example Application](use-cases/chatbots/chatbots.md)`
	`64`	`+*[Example Application](use-cases/chatbots.md)`
`65`	`65`	`*[Search](use-cases/improve-search-results-with-machine-learning.md)`
`66`	`66`	`*[Embeddings](use-cases/embeddings/README.md)`
`67`	`67`	`*[Generating LLM embeddings with open source models](use-cases/embeddings/generating-llm-embeddings-with-open-source-models-in-postgresml.md)`

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`@@ -135,7 +135,7 @@ If you have set up the Slack app correctly, you should see the following output:`
`135`	`135`
`136`	`136`	Once the slack app is running, you can interact with the chatbot on Slack as shown below. In the example here, name of the bot is`PgBot`. This app responds only to direct messages to the bot.
`137`	`137`
`138`		`-<figure><img src="../../.gitbook/assets/chatbot_slack.png" alt=""><figcaption></figcaption></figure>`
	`138`	`+<figure><img src="../.gitbook/assets/chatbot_slack.png" alt=""><figcaption></figcaption></figure>`
`139`	`139`
`140`	`140`	`#### Discord`
`141`	`141`
`@@ -159,4 +159,4 @@ If you have set up the Discord app correctly, you should see the following outpu`
`159`	`159`
`160`	`160`	Once the discord app is running, you can interact with the chatbot on Discord as shown below. In the example here, name of the bot is`pgchat`. This app responds only to direct messages to the bot.
`161`	`161`
`162`		`-<figure><img src="../../.gitbook/assets/chatbot_discord.png" alt=""><figcaption></figcaption></figure>`
	`162`	`+<figure><img src="../.gitbook/assets/chatbot_discord.png" alt=""><figcaption></figcaption></figure>`

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