Gaurav Sablok
@rustpro.bsky.social
He/Him PhD
https://github.com/omicscode
RUST 🦀 Bioinformatician Machine and Deep Learning
Data Engineer and Developer
https://www.icloud.com/iclouddrive/088QrZHmTgS5_iJv8RpT1-yLg#GauravSablok
read all replies. I don’t vibe code and ignore typos.
https://github.com/omicscode
RUST 🦀 Bioinformatician Machine and Deep Learning
Data Engineer and Developer
https://www.icloud.com/iclouddrive/088QrZHmTgS5_iJv8RpT1-yLg#GauravSablok
read all replies. I don’t vibe code and ignore typos.
Pinned
Gaurav Sablok
@rustpro.bsky.social
· Oct 25
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/...
RUV Swarm: crates.io/crates/ruv-s... will write a divergent model for sequence labelling and implement RNN neural network.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 11:14 PM
RUV Swarm: crates.io/crates/ruv-s... will write a divergent model for sequence labelling and implement RNN neural network.
Reposted by Gaurav Sablok
Can any technology such as AI, money, power or anything can bring the time back. So before you believe and not approach and talk by yourself and waste your life and energy, think without approaching and talking you cant build anything and no one can bring the wasted time back. So don’t waste.
November 3, 2025 at 7:59 AM
Can any technology such as AI, money, power or anything can bring the time back. So before you believe and not approach and talk by yourself and waste your life and energy, think without approaching and talking you cant build anything and no one can bring the wasted time back. So don’t waste.
All languages data structure at one place. ssojet.com/data-structu... no need to read anywhere else.
Data Structures & Implementations in Programming Languages | SSOJet
Practical data-structure tutorials for developers. Learn to implement arrays, linked lists, stacks, queues, trees and more with language-specific examples and best practices for efficient, maintainabl...
ssojet.com
November 25, 2025 at 10:56 PM
All languages data structure at one place. ssojet.com/data-structu... no need to read anywhere else.
My computer 💻 has only two programming languages python and RUST 🦀and few books which are only RUST 🦀 and deep and machine learning but it gives the maximum output. Python as it comes by default on linux. I respect everything but i use RUST 🦀 primarily but as said still use python and R as required.
November 25, 2025 at 9:06 PM
My computer 💻 has only two programming languages python and RUST 🦀and few books which are only RUST 🦀 and deep and machine learning but it gives the maximum output. Python as it comes by default on linux. I respect everything but i use RUST 🦀 primarily but as said still use python and R as required.
Just finished coding the graph convolution neural network. In RUST 🦀 there is mo such crate, so I implemented using BURN 🔥 and Burn is awesome. It has everything. This is how you can implement a graph neural network on a directed graph using adjacency matrix as weights.
Seqboost: github.com/omicscode/se... A GRU and boosting approach to ensembl the clustering of the graphs. This evening writing this code and implementing all this in a single crate. A classification approach to identify the graph based partitioning.
GitHub - omicscode/seqboost: bagging mers for boosting
bagging mers for boosting. Contribute to omicscode/seqboost development by creating an account on GitHub.
github.com
November 25, 2025 at 9:01 PM
Just finished coding the graph convolution neural network. In RUST 🦀 there is mo such crate, so I implemented using BURN 🔥 and Burn is awesome. It has everything. This is how you can implement a graph neural network on a directed graph using adjacency matrix as weights.
Veloxx crates.io/crates/veloxx a crate that has some of the missing parts needed for the neural and other machine learning.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 4:16 PM
Veloxx crates.io/crates/veloxx a crate that has some of the missing parts needed for the neural and other machine learning.
Bhtsne crates.io/crates/bhtsne a RUST 🦀 implementation of tSNE.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 4:12 PM
Bhtsne crates.io/crates/bhtsne a RUST 🦀 implementation of tSNE.
Reposted by Gaurav Sablok
Language models cannot reliably distinguish belief from knowledge and fact www.nature.com/articles/s42...
November 25, 2025 at 9:54 AM
Language models cannot reliably distinguish belief from knowledge and fact www.nature.com/articles/s42...
Time series analysis crate: crates.io/crates/light... especially for the light curve feature.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 2:19 PM
Time series analysis crate: crates.io/crates/light... especially for the light curve feature.
Peroxide crates.io/crates/perox... this crate has all the machine and deep learning computation.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 2:17 PM
Peroxide crates.io/crates/perox... this crate has all the machine and deep learning computation.
Rust dataframes crates.io/crates/RustF... in addition to polars and others. Polars is more than enough.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 11:20 AM
Rust dataframes crates.io/crates/RustF... in addition to polars and others. Polars is more than enough.
Evlib: Image processing crate using RUST 🦀 crates.io/crates/evlib and it has the missing features, which image and imageproc don’t have.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 9:03 AM
Evlib: Image processing crate using RUST 🦀 crates.io/crates/evlib and it has the missing features, which image and imageproc don’t have.
Seqboost: github.com/omicscode/se... A GRU and boosting approach to ensembl the clustering of the graphs. This evening writing this code and implementing all this in a single crate. A classification approach to identify the graph based partitioning.
GitHub - omicscode/seqboost: bagging mers for boosting
bagging mers for boosting. Contribute to omicscode/seqboost development by creating an account on GitHub.
github.com
November 25, 2025 at 8:59 AM
Seqboost: github.com/omicscode/se... A GRU and boosting approach to ensembl the clustering of the graphs. This evening writing this code and implementing all this in a single crate. A classification approach to identify the graph based partitioning.
Elusion data frame library similar to Polars crates.io/crates/elusion and suitable fir machine and deep learning.
crates.io: Rust Package Registry
crates.io
November 25, 2025 at 6:33 AM
Elusion data frame library similar to Polars crates.io/crates/elusion and suitable fir machine and deep learning.
Bayesian neural networks. I was not interested in Bayesian machines and never touched that part but this i plan to do in RUST 🦀 . crates.io/crates/optir.... In this all bayesian layers are there.
crates.io: Rust Package Registry
crates.io
November 24, 2025 at 11:38 PM
Bayesian neural networks. I was not interested in Bayesian machines and never touched that part but this i plan to do in RUST 🦀 . crates.io/crates/optir.... In this all bayesian layers are there.
Automl: some of the machine learning implementation through macros. crates.io/crates/automl
crates.io: Rust Package Registry
crates.io
November 24, 2025 at 11:35 PM
Automl: some of the machine learning implementation through macros. crates.io/crates/automl
RUST 🦀Shap: github.com/omicscode/ru.... A rust way to implement the shap and now it implements both deep method also. Preparing for the final release.
GitHub - omicscode/rustshap: rust implementation of shap
rust implementation of shap. Contribute to omicscode/rustshap development by creating an account on GitHub.
github.com
November 24, 2025 at 10:02 AM
RUST 🦀Shap: github.com/omicscode/ru.... A rust way to implement the shap and now it implements both deep method also. Preparing for the final release.
Machine vision format: crates.io/crates/machi... capturing the images form the plant fields and implementing the classification model after finishing the smart run. I will write in RUST 🦀 with Burn 🔥and this will be equivalent to PlantCV: plantcv.org but in RUST 🦀
crates.io: Rust Package Registry
crates.io
November 24, 2025 at 10:00 AM
Machine vision format: crates.io/crates/machi... capturing the images form the plant fields and implementing the classification model after finishing the smart run. I will write in RUST 🦀 with Burn 🔥and this will be equivalent to PlantCV: plantcv.org but in RUST 🦀
Smartrun: github.com/omicscode/sm... going to code this evening after submitting job offers and will bring a smart crate today. In the last week, i code back so much RUST 🦀 machine and deep learning that i am remember almost even without opening. Write your code yourself, i believe so.
GitHub - omicscode/smartrun: machine learning classifier and regressor
machine learning classifier and regressor. Contribute to omicscode/smartrun development by creating an account on GitHub.
github.com
November 24, 2025 at 8:34 AM
Smartrun: github.com/omicscode/sm... going to code this evening after submitting job offers and will bring a smart crate today. In the last week, i code back so much RUST 🦀 machine and deep learning that i am remember almost even without opening. Write your code yourself, i believe so.
PyTorch: d2l.ai/index.html and uvadlc-notebooks.readthedocs.io/en/latest/ and www.tomasbeuzen.com/deep-learnin... you can find almost all what is needed for the PyTorch. These i read a lot while writing machine learning in Python 🐍 and now i am writing in RUST 🦀 Burn 🔥 and Tch but still read.
November 23, 2025 at 3:53 PM
PyTorch: d2l.ai/index.html and uvadlc-notebooks.readthedocs.io/en/latest/ and www.tomasbeuzen.com/deep-learnin... you can find almost all what is needed for the PyTorch. These i read a lot while writing machine learning in Python 🐍 and now i am writing in RUST 🦀 Burn 🔥 and Tch but still read.
All unsupervised learning algorithm: crates.io/crates/avila... even those which are not in scikit-learn. Will put this or Kentro in bactgraph and prepare for the final release.
crates.io: Rust Package Registry
crates.io
November 23, 2025 at 7:41 AM
All unsupervised learning algorithm: crates.io/crates/avila... even those which are not in scikit-learn. Will put this or Kentro in bactgraph and prepare for the final release.
Maxpooling crates.io/crates/image... for pooling and renfing to luma scale. I am writing a new RUST 🦀 site prediction based on dna-seq features from the aligned reads and creates image view of the aligned reads.
crates.io: Rust Package Registry
crates.io
November 22, 2025 at 11:49 PM
Maxpooling crates.io/crates/image... for pooling and renfing to luma scale. I am writing a new RUST 🦀 site prediction based on dna-seq features from the aligned reads and creates image view of the aligned reads.
SLIC and SNIC crates.io/crates/simpl... . I coded the substraction window today which is ready for release tomorrow and makes easier to read and subtract images from dense layer for neural networks. Finding all RUST 🦀 crate needed and writing what needs to be there.
crates.io: Rust Package Registry
crates.io
November 22, 2025 at 11:43 PM
SLIC and SNIC crates.io/crates/simpl... . I coded the substraction window today which is ready for release tomorrow and makes easier to read and subtract images from dense layer for neural networks. Finding all RUST 🦀 crate needed and writing what needs to be there.
RUST 🦀Owl: a very clear way of visual borrowing of the variables. crates.io/crates/rustowl you will never forget a lifetime declaration.
crates.io: Rust Package Registry
crates.io
November 22, 2025 at 11:37 PM
RUST 🦀Owl: a very clear way of visual borrowing of the variables. crates.io/crates/rustowl you will never forget a lifetime declaration.
Writing all genomic BERT 🦀 and gated channels in RUST 🦀 using the embedding crates.io/crates/token... and i wrote the embedding for genomic part. This is for language development.
crates.io: Rust Package Registry
crates.io
November 22, 2025 at 10:05 PM
Writing all genomic BERT 🦀 and gated channels in RUST 🦀 using the embedding crates.io/crates/token... and i wrote the embedding for genomic part. This is for language development.