32x Reduced Memory Usage With Binary Quantization
📰 Weaviate Blog
Weaviate achieves 32x reduced memory usage with binary quantization
Action Steps
- Implement binary quantization in machine learning models
- Optimize model architecture for reduced memory usage
- Test and evaluate the performance of quantized models
- Deploy quantized models in production environments
Who Needs to Know This
Machine learning engineers and data scientists on a team can benefit from this technique to optimize model performance and reduce memory usage, allowing for more efficient deployment of AI models
Key Insight
💡 Binary quantization can significantly reduce memory usage in machine learning models, making them more efficient and scalable
Share This
🚀 32x reduced memory usage with binary quantization! 🤯
Key Takeaways
Weaviate achieves 32x reduced memory usage with binary quantization
Full Article
Published Time: 2024-04-02T00:00:00.000Z
# 32x Reduced Memory Usage With Binary Quantization | Weaviate
[](https://www.cookiebot.com/en/what-is-behind-powered-by-cookiebot/?utm_source=banner_cb&utm_medium=referral&utm_content=v2)
* [Consent](https://weaviate.io/blog/binary-quantization#)
* [Details](https://weaviate.io/blog/binary-quantization#)
* [[#IABV2SETTINGS#]](https://weaviate.io/blog/binary-quantization#)
* [About](https://weaviate.io/blog/binary-quantization#)
This website uses cookies
We use cookies to enable basic website functionalities, personalize content and ads, and analyze our traffic _\_.\__ By clicking “Accept All”, you agree to the storing and use of data as described in our [Privacy Policy](https://weaviate.io/privacy#10-cookie-policy-of-weaviate-bv).
[#GPC_BANNER_ICON#]
[#GPC_TOAST_TEXT#]
Consent Selection
**Necessary**
- [x]
**Preferences**
- [x]
**Statistics**
- [x]
**Marketing**
- [x]
[Show details](https://weaviate.io/blog/binary-quantization#)
Details
*
Necessary 25- [x] Necessary cookies help make a website usable by enabling basic functions like page navigation and access to secure areas of the website. The website cannot function properly without these cookies.
* [Cookiebot 1](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://www.cookiebot.com/goto/privacy-policy/ "Cookiebot's privacy policy")**CookieConsent**Stores the user's cookie consent state for the current domain**Maximum Storage Duration**: 1 year**Type**: HTTP Cookie
* [Google 6](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://business.safety.google/privacy/ "Google's privacy policy")Some of the data collected by this provider is for the purposes of personalization and measuring advertising effectiveness.
**test_cookie**Used to check if the user's browser supports cookies.**Maximum Storage Duration**: 1 day**Type**: HTTP Cookie **_GRECAPTCHA**This cookie is used to distinguish between humans and bots. This is beneficial for the website, in order to make valid reports on the use of their website.**Maximum Storage Duration**: 180 days**Type**: HTTP Cookie **rc::a**This cookie is used to distinguish between humans and bots. This is beneficial for the website, in order to make valid reports on the use of their website.**Maximum Storage Duration**: Persistent**Type**: HTML Local Storage **rc::b**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Session**Type**: HTML Local Storage **rc::c**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Session**Type**: HTML Local Storage **rc::f**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Persistent**Type**: HTML Local Storage
* [HubSpot 2](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://legal.hubspot.com/privacy-policy "HubSpot's privacy policy")**embed/v3/counters.gif**Used to implement forms on the website.**Maximum Storage Duration**: Session**Type**: Pixel Tracker **cookietest**This cookie is used to determine if the visitor has accepted the cookie consent box.**Maximum Storage Duration**: Session**Type**: HTTP Cookie
* [LinkedIn 2](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://www.linkedin.com/legal/privacy-policy "LinkedIn's privacy policy")**bcookie**Used in order to detect spam and improve the website's security. **Max
# 32x Reduced Memory Usage With Binary Quantization | Weaviate
[](https://www.cookiebot.com/en/what-is-behind-powered-by-cookiebot/?utm_source=banner_cb&utm_medium=referral&utm_content=v2)
* [Consent](https://weaviate.io/blog/binary-quantization#)
* [Details](https://weaviate.io/blog/binary-quantization#)
* [[#IABV2SETTINGS#]](https://weaviate.io/blog/binary-quantization#)
* [About](https://weaviate.io/blog/binary-quantization#)
This website uses cookies
We use cookies to enable basic website functionalities, personalize content and ads, and analyze our traffic _\_.\__ By clicking “Accept All”, you agree to the storing and use of data as described in our [Privacy Policy](https://weaviate.io/privacy#10-cookie-policy-of-weaviate-bv).
[#GPC_BANNER_ICON#]
[#GPC_TOAST_TEXT#]
Consent Selection
**Necessary**
- [x]
**Preferences**
- [x]
**Statistics**
- [x]
**Marketing**
- [x]
[Show details](https://weaviate.io/blog/binary-quantization#)
Details
*
Necessary 25- [x] Necessary cookies help make a website usable by enabling basic functions like page navigation and access to secure areas of the website. The website cannot function properly without these cookies.
* [Cookiebot 1](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://www.cookiebot.com/goto/privacy-policy/ "Cookiebot's privacy policy")**CookieConsent**Stores the user's cookie consent state for the current domain**Maximum Storage Duration**: 1 year**Type**: HTTP Cookie
* [Google 6](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://business.safety.google/privacy/ "Google's privacy policy")Some of the data collected by this provider is for the purposes of personalization and measuring advertising effectiveness.
**test_cookie**Used to check if the user's browser supports cookies.**Maximum Storage Duration**: 1 day**Type**: HTTP Cookie **_GRECAPTCHA**This cookie is used to distinguish between humans and bots. This is beneficial for the website, in order to make valid reports on the use of their website.**Maximum Storage Duration**: 180 days**Type**: HTTP Cookie **rc::a**This cookie is used to distinguish between humans and bots. This is beneficial for the website, in order to make valid reports on the use of their website.**Maximum Storage Duration**: Persistent**Type**: HTML Local Storage **rc::b**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Session**Type**: HTML Local Storage **rc::c**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Session**Type**: HTML Local Storage **rc::f**This cookie is used to distinguish between humans and bots. **Maximum Storage Duration**: Persistent**Type**: HTML Local Storage
* [HubSpot 2](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://legal.hubspot.com/privacy-policy "HubSpot's privacy policy")**embed/v3/counters.gif**Used to implement forms on the website.**Maximum Storage Duration**: Session**Type**: Pixel Tracker **cookietest**This cookie is used to determine if the visitor has accepted the cookie consent box.**Maximum Storage Duration**: Session**Type**: HTTP Cookie
* [LinkedIn 2](https://weaviate.io/blog/binary-quantization#)[Learn more about this provider](https://www.linkedin.com/legal/privacy-policy "LinkedIn's privacy policy")**bcookie**Used in order to detect spam and improve the website's security. **Max
DeepCamp AI