Nicolay Gerold

Second Stage

Here, Instagram uses a Multi-Task Multi Label (MTML) neural network model. As the name suggests, this is an ML model that is designed to handle multiple tasks (objectives) and predict multiple labels (outcomes) simultaneously.

For recommendation systems, this means predicting different types of user engagement with a piece of content... See more

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# Definition of used LLM

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def graphPrompt(input: str, metadata={}, model="mixtral:latest"):

if model == None:

model = "mixtral:latest"

chunk_id = metadata.get('chunk_id', None)

# model_info =... See more

SQL Studio

Single binary, single command SQL database explorer. SQL studio supports SQLite , libSQL , PostgreSQL , MySQL and DuckDB .

Local SQLite DB File

sql-studio sqlite [sqlite_db]

Remote libSQL Server

sql-studio libsql [url] [auth_token]

PostgreSQL Server

sql-studio postgres [url]

MySQL/MariaDB Server

sql-studio mysql [url]

Local DuckDB File

sq... See more

@axflow/models is an SDK for building natural language powered applications. This includes basic functionality for invoking the models, but it also includes richer functionality like augmented response streaming, hooks for building client applications, and more.

The way that most RLHF is done to date has the entire response from a language model get an associated score. To anyone with an RL background, this is disappointing, because it limits the ability for RL methods to make connections about the value of each sub-component of text. Futures have been pointed to where this multi-step optimization comes at... See more

Some important formatting rules available in this style guide:

• Use four spaces for code indentation


• Limit all lines to a maximum of 79 characters


• Avoid extraneous whitespace in certain situations (i.e., inside brackets, between trailing comma and close parenthesis, ...)

But remember: The formatting rules should make the code more readable. Sometimes,... See more

1️⃣ RudderStack provides data pipelines to collect data from applications, websites and SaaS platforms.

2️⃣ Its API architecture and SDKs ensure developers can gather data from different sources and leverage them into their applications without disruptions.

3️⃣ RudderStack is highly versatile and integrates with over 90+ tools and data warehouse... See more

The way to avoid it is to aim for what Wes calls the minimum viable backstory . Ask yourself: What’s the minimum backstory necessary to set the context, so we can spend time on the important stuff?

As she says:

You’ll have to fight your urge to over-explain. You may think your audience needs to know all the details upfront. They don’t. You’d be

... See more

SAM-Med3D [Paper]

🌟 Highlights

• 📚 Curated the most extensive volumetric medical dataset to date for training, boasting 131K 3D masks and 247 categories.


• 🚤 Achieved efficient promptable segmentation, requiring 10 to 100 times fewer prompt points for satisfactory 3D outcomes.


• 🏆 Conducted a thorough assessment of SAM-Med3D across 15 frequently-used

... See more