Gaurav Sablok PhD
@rustengdev.bsky.social
He/Him | https://github.com/omicscode | RUST 🦀 Bioinformatician | Machine and Deep Learning | Data Engineer | Developer -> https://www.icloud.com/iclouddrive/088QrZHmTgS5_iJv8RpT1-yLg#GauravSablok | Read all Replies | I don’t vibe code | Ignore typos.
Pinned
Actively submitting and immediately accepting the job offers from the submitted job offers, chances, positions and opportunities in Bioinformatics, Computational Biology and Genomics and I prefer academics and research. A complete updated research job: www.icloud.com/iclouddrive/...
I previously used async, tokio and now in new crates i am using crossbeam. You can see in my ratatui terminal applications i used crossbeam. crates.io/crates/cross... this us very efficient and Burn 🔥 although have .num_worker() to define thread but you can use this in tensors behind Arc>.
crates.io: Rust Package Registry
crates.io
November 20, 2025 at 11:14 PM
I previously used async, tokio and now in new crates i am using crossbeam. You can see in my ratatui terminal applications i used crossbeam. crates.io/crates/cross... this us very efficient and Burn 🔥 although have .num_worker() to define thread but you can use this in tensors behind Arc>.
Isolation forest algorithm crates.io/crates/exten... this us what i was about to code but already coded and this is very important for capturing plant or animal or even bacterial or microbes movement along with the variation and fitting an anomaly on the same.
crates.io: Rust Package Registry
crates.io
November 20, 2025 at 11:00 PM
Isolation forest algorithm crates.io/crates/exten... this us what i was about to code but already coded and this is very important for capturing plant or animal or even bacterial or microbes movement along with the variation and fitting an anomaly on the same.
A very good article on Dynamic dispatch using async trials for web but i am thinking of putting that in machine learning. leapcell.io/blog/dynamic....
Dynamic Dispatch and Dependency Injection with Trait Objects in Rust Web Services | Leapcell
Explore how Rust's trait objects enable dynamic dispatch and dependency injection in web services, enhancing flexibility and testability.
leapcell.io
November 20, 2025 at 10:48 PM
A very good article on Dynamic dispatch using async trials for web but i am thinking of putting that in machine learning. leapcell.io/blog/dynamic....
Axum crates.io/crates/axum for deploying machine and deep learning models and has the async routes.
crates.io: Rust Package Registry
crates.io
November 20, 2025 at 4:38 PM
Axum crates.io/crates/axum for deploying machine and deep learning models and has the async routes.
Multizip crates.io/crates/multi... this is going to be very efficient as you can loop through dataloader in RUST 🦀 Burn 🔥 and create iterable patterns.
crates.io: Rust Package Registry
crates.io
November 20, 2025 at 10:27 AM
Multizip crates.io/crates/multi... this is going to be very efficient as you can loop through dataloader in RUST 🦀 Burn 🔥 and create iterable patterns.
Similari crates.io/crates/simil... for creating bounding box for object detection. So you want to create image boundaries for specific disease part for cropping and putting into tensor for Burn 🔥 machine learning.
crates.io: Rust Package Registry
crates.io
November 20, 2025 at 7:49 AM
Similari crates.io/crates/simil... for creating bounding box for object detection. So you want to create image boundaries for specific disease part for cropping and putting into tensor for Burn 🔥 machine learning.
When not writing RUST 🦀, i am continually reading the python version here: www.datasciencebase.com. Very detailed, quickly refresh yourself if you already know This version is my go to read in free time so that as i said sync machine learning across all the languages i code allowing flexibility.
Welcome to DataScienceBase | DataScienceBase
Your gateway to mastering data science, from fundamentals to advanced topics.
www.datasciencebase.com
November 19, 2025 at 11:14 PM
When not writing RUST 🦀, i am continually reading the python version here: www.datasciencebase.com. Very detailed, quickly refresh yourself if you already know This version is my go to read in free time so that as i said sync machine learning across all the languages i code allowing flexibility.
RayBNN dataloader crates.io/crates/RayBN... converting all numpy into RUST 🦀 fir machine and deep learning.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 10:04 PM
RayBNN dataloader crates.io/crates/RayBN... converting all numpy into RUST 🦀 fir machine and deep learning.
Neo4 crates.io/crates/neo4rs RUST 🦀 crate which has all the inbuilt graph traversal and only you need to define the weights. Weights can be the expression or it can be the distance to estimated cost of sequence diversity.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 8:52 PM
Neo4 crates.io/crates/neo4rs RUST 🦀 crate which has all the inbuilt graph traversal and only you need to define the weights. Weights can be the expression or it can be the distance to estimated cost of sequence diversity.
More itertools crates.io/crates/more-... must have crate for machine learning and deep learning.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 5:08 PM
More itertools crates.io/crates/more-... must have crate for machine learning and deep learning.
Collection of all Zed editor themes zed-themes.com select and choose which ones you like. Going to try some of them as better look motivates you for writing more RUST 🦀.
Zed themes
Preview & edit zed themes in your browser
zed-themes.com
November 19, 2025 at 4:39 PM
Collection of all Zed editor themes zed-themes.com select and choose which ones you like. Going to try some of them as better look motivates you for writing more RUST 🦀.
Egui-desktop: crates.io/crates/egui-... going to build a desktop enabled machine and deep learning framework.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 4:32 PM
Egui-desktop: crates.io/crates/egui-... going to build a desktop enabled machine and deep learning framework.
Tuples for machine learning. All iterators you need for tuples for machine learning. crates.io/crates/tuples . There used to be also a tuples iterator. Collecting and finding all relevant crates for all machine and deep learning and posting here.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 4:17 PM
Tuples for machine learning. All iterators you need for tuples for machine learning. crates.io/crates/tuples . There used to be also a tuples iterator. Collecting and finding all relevant crates for all machine and deep learning and posting here.
Oxidiviner: crates.io/crates/oxidi... all time series implemented in RUST 🦀 . A complete implementation of all time series.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 7:54 AM
Oxidiviner: crates.io/crates/oxidi... all time series implemented in RUST 🦀 . A complete implementation of all time series.
XgBoost bindings: crates.io/crates/xgboo... This crate works better than other ones and has complete bindings to the XgBoost. If the evaluation metrics added then it is a complete crate for the evaluation of the gradient boosting algorithm.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 7:18 AM
XgBoost bindings: crates.io/crates/xgboo... This crate works better than other ones and has complete bindings to the XgBoost. If the evaluation metrics added then it is a complete crate for the evaluation of the gradient boosting algorithm.
All optimization, activation, loss and non-linearity functions. crates.io/crates/hextral. You can add those early stopping and the activation function and loss optimizer even in Burn 🔥🦀 RUST. This is quite good for implementation of genomic and proteomic BURN 🔥 RUST 🦀 deep learning.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 7:04 AM
All optimization, activation, loss and non-linearity functions. crates.io/crates/hextral. You can add those early stopping and the activation function and loss optimizer even in Burn 🔥🦀 RUST. This is quite good for implementation of genomic and proteomic BURN 🔥 RUST 🦀 deep learning.
All evaluation metrics. I found every crate needed for the complete transition to RUST 🦀 machine and deep learning and where it is not present, i coded them. DRY (Don’t repeat yourself). crates.io/crates/eval-... so now it us a sync fir both python and RUST for machine and deep learning.
crates.io: Rust Package Registry
crates.io
November 19, 2025 at 6:58 AM
All evaluation metrics. I found every crate needed for the complete transition to RUST 🦀 machine and deep learning and where it is not present, i coded them. DRY (Don’t repeat yourself). crates.io/crates/eval-... so now it us a sync fir both python and RUST for machine and deep learning.
If we see the tabular classification and logistic regression then machine learning boosting and bagging outperforms neural. Among them Catboost outperforms XGBoost crates.io/crates/catbo...
crates.io: Rust Package Registry
crates.io
November 18, 2025 at 11:08 PM
If we see the tabular classification and logistic regression then machine learning boosting and bagging outperforms neural. Among them Catboost outperforms XGBoost crates.io/crates/catbo...
Complete production PyTorch in RUST 🦀. crates.io/crates/rusto... This is in addition to tch which is a official bindings of PyTorch.
crates.io: Rust Package Registry
crates.io
November 18, 2025 at 10:59 PM
Complete production PyTorch in RUST 🦀. crates.io/crates/rusto... This is in addition to tch which is a official bindings of PyTorch.
crates.io/crates/burn-... CUDA implementation of Burn 🔥 RUST 🦀
crates.io: Rust Package Registry
crates.io
November 18, 2025 at 10:52 PM
crates.io/crates/burn-... CUDA implementation of Burn 🔥 RUST 🦀
My thoughts on people taking a programming language as personal matter is totally irrelevant. If i am a employer and i see that person is doing RUST 🦀 and also providing support for the needs in Python 🐍 and other language as required then well and good. Why to make this as a personal matter.
November 18, 2025 at 10:21 PM
My thoughts on people taking a programming language as personal matter is totally irrelevant. If i am a employer and i see that person is doing RUST 🦀 and also providing support for the needs in Python 🐍 and other language as required then well and good. Why to make this as a personal matter.
All stats you need for machine abd deep learning: All stats are enabled in these crates github.com/liborty/rstats and which are missing are present in these crates. crates.io/crates/incr_... and crates.io/crates/scirs...
GitHub - liborty/rstats: Statistics, Information Measures, Linear Algebra, Cholesky Matrix Decomposition, Mahalanobis Distance, Householder QR Decomposition, Clifford Algebra, Multidimensional Data An...
Statistics, Information Measures, Linear Algebra, Cholesky Matrix Decomposition, Mahalanobis Distance, Householder QR Decomposition, Clifford Algebra, Multidimensional Data Analysis, Geometric Medi...
github.com
November 18, 2025 at 12:16 AM
All stats you need for machine abd deep learning: All stats are enabled in these crates github.com/liborty/rstats and which are missing are present in these crates. crates.io/crates/incr_... and crates.io/crates/scirs...
Webml: github.com/omicscode/we... a collabroation with @nate-fe2o3.bsky.social a way to disseminate the machine learning. Production grade and will be ready by mid of this week.
GitHub - omicscode/webml: neural network with wasm
neural network with wasm. Contribute to omicscode/webml development by creating an account on GitHub.
github.com
November 17, 2025 at 10:57 PM
Webml: github.com/omicscode/we... a collabroation with @nate-fe2o3.bsky.social a way to disseminate the machine learning. Production grade and will be ready by mid of this week.
Reposted by Gaurav Sablok PhD
Yes i don’t really like DM, i prefer having a chat in detail or through email. Give me your email and i will drop you an email with all detail. My email us codeprog@icloud.com. Easy to remember. code means computer language and prog means writing program in that, i wanted something easy to remember.
November 17, 2025 at 5:22 PM
Yes i don’t really like DM, i prefer having a chat in detail or through email. Give me your email and i will drop you an email with all detail. My email us codeprog@icloud.com. Easy to remember. code means computer language and prog means writing program in that, i wanted something easy to remember.
These machine learning plotting crates are really good and gives you all types of needed plots. crates.io/crates/chart... I used all these previously but putting here for others as i find crates which are of importance.
crates.io: Rust Package Registry
crates.io
November 17, 2025 at 11:59 AM
These machine learning plotting crates are really good and gives you all types of needed plots. crates.io/crates/chart... I used all these previously but putting here for others as i find crates which are of importance.