If people understand this then those people should be punished, who played with my life using computer algorithms in a wrong way, to make judgement, spread assumptions, speculation based on computer algorithms and without my consent and verification. -Caused break in my research work and life.

This is very good. Since i am a model fashion trainer, so my diet and training plan is proprietary and i asked previously people to get it registered and make a lot. - i am weak at all those contracts signing and social media , so lets hope a proper female companion can take hold of all that.

The wrong face of AI, AI is very good if you use in proper research and doing and listening what is meaningful but if you use it in wrong way then you can break your relationship and bring bad image to yourself. - People can misguide you for anything and that has no value.

Neither i use and nor I encourage others to listen anything. My word to all those who got misguided for so many years is that - What you can do with the thoughts of a person?, it comes and go every moment, every day and has no-value. - what you can do by listening to that and wasting everyday.

CoraImage: github.com/sablokrep/co... - Image machine learning using Rust 🦀 and Kornia and Burn for Coral classification. - Climate machine learning for predicting the bleaching rates. - bleaching rates to gene expression and sequences. - Spatial Geometric machine learning

I am very right and climate ML is going to be the hottest topic and research. Will implement all neural networks, recurrent neural network and convolution networks on this data using Rust 🦀 and Burn 🔥. Accelerate climate machine learning on

(1/12) Excited to present the results of the large-scale benchmarking of DNA motif discovery tools using the Codebook data compendium on poorly studied human transcription factors and the Codebook Motif Explorer: dx.doi.org/10.1101/2024..., mex.autosome.org ⬇️.

📢 We are announcing the Adaptive Immune Profiling Challenge 2025! Can you predict immune state labels from adaptive immune receptor repertoires? 💰 $10,000 prize pool! 🗓️ Launches Nov 5 on @kaggle.com More Info: uio-bmi.github.io/adaptive_imm...

We can make population genetics studies more powerful by building priors of variant effect size from features like binding. But we’ve been stuck on linear models! We introduce DeepWAS to learn deep priors on millions of variants! #ICML2025 Andres Potapczynski, @andrewgwils.bsky.social 1/7

The way to train the BioMetagenome and sequence embedding as BioNLP for large scale sequence inferences. As tabular data and inferences.

Couldn't find a machine learning for health starter pack so I made one.  DM/Reply if you want to be added! go.bsky.app/PJKJ8vK

A very good paper and phenotype to genotype machine learning. I collected all that data for bees but since got rejected, so will now apply my model to other species such as - bacterial and fungal growth kinetic - Co2 accumulation rates for plants.

Excited to release METAGENE-1, a 7B parameter metagenomic foundation model, built to aid in pathogen detection & pandemic monitoring. Pretrained on 1.5 trillion base pairs of DNA/RNA sequenced from wastewater. A collab w/ USC, PrimeIntellect, & the Nucleic Acid Observatory. metagene.ai

This pack is really good as i will start to write embedded Rust 🦀 also later on in my free time after job and work hours ( a proper investment). I previously wrote C++ embedded and will add that as very few are there who do everything Rust from software, web to machine and deep learning to embedded

I'm making a list of AI for Science researchers on bluesky — let me know if I missed you / if you'd like to join! go.bsky.app/AcP9Lix

A starter pack for research on Formal Languages and Neural Networks! go.bsky.app/eKG7Ua

Implementing this for antimicrobial, coral and plants and fungal to develop a language model for these and language application for these. Proper use of BioNLP after the beebert and then transformers for BioNLP all implement using 🦀 Rust like I implemented in beebert and candle transformers.

BeeBert: github.com/sablokrep/be... Sentence transformers, Variational Auto encoder and graph neural networks for bee genome predictions using Rust 🦀 and Burn 🔥 Following rejection, i converted this to Bert plus BioNLP all using Rust. BioNLP in Rust.

When people misguided others about me and put breaks and that was their fault and not mine as, read all of them in several posts and then i put together all this for the new employer as this is important. - Invest in someone who is of value and knowledge.

BeeMorph: github.com/sablokrep/be... A standalone parallel threaded interface to the global diversity data of bees 🐝. - Global Bee : zenodo.org/records/1771... - Finished the final version along with coding another machine learning and implemented landau Vishkin algorithm in that Crate published

Brief Overview: - Open to all submitted job offers and will immediate accept - Computational Bioinformatics - ML | DL developer using Rust, Burn, Candle, Torch. - ML | DL Developer using Python. - Rust Software, Web and High Performance Computing. - Plant, Microbial (Bacterial and Fungal), eDNA

Uprooting a settled person using wrong methods and then saying to others wrong and spreading misinformation information is something that is not acceptable. - No one does that to another to enjoy the time. Those who does that are not human by heart. You should understand that and i respect those

This is what i said to those who keep on playing a guess game with my choices using wrong methods and keep on unrooting me. - Destroying someone is not a good thing and instead you should have used what really matters to me. - what value and knowledge those people gained by using those methods

- Destroying and wasting someone life based on computer algorithm, is it a joke?, or crime?. If crime, send them to jail. - How they sitting comfortably and telling that throw this on street, show this social feed, text messages, videos, and make me understand through hidden signals and signs and

Read this entire thread and more in replies - if you will unroot me who was well settled, working towards his goal based on computer algorithm and listening to people i have never seen, talked or to whom i have talked earlier never saw them in ages It is your computer algorithm problem and not

Added a lot if discussion yesterday and today this morning to this post so as to make everyone aware and support what is right and not what is wrong. Don’t unnecessarily play with someone life using computer algorithm and make them worse at life. Punish those who are doing that.

What information has been collected and used - Do i have the right to tell people that i am coming outside , you stand there, you sit there, you eat with this hand, you use this hand and you wear this and you don’t wear this - Going to gym, so on Monday gave the card with right hand with this number

- Those who don’t speak always suffer, time pass by so don’t believe that by not speaking, you can achieve anything. - Those who wasted years know that and misguided others. - You will never be able to understand or develop anything without speaking. - You can visit a store for whole life but

Part 2: Why do boosted trees outperform deep learning on tabular data?? @alanjeffares.bsky.social & I suspected that answers to this are obfuscated by the 2 being considered very different algs🤔 Instead we show they are more similar than you’d think — making their diffs smaller but predictive!🧵1/n

- I hope that people who suggested you about my personal choices and everything are going to come and do the work, develop the relation and everything. - I hope those who misguided you will come and do what they suggested. They will not even listen and were only there for misguiding others.

-Be better for yourself - Don’t consider someone words without knowing how much importance they hold in other person life. - Don’t make that a criteria of outcome as you don’t know whether it will be true or not. Seek a confirmation before you listen anyone word - You can destroy yourself for fake

Those who have done wrong to me by using AI, or assumption, cross linking, believing wrong information from anyone. - Ask yourself if you have achieved anything except mental burden. - A self reflection of shame by doing wrong to an unknown man. - A self shame of being an uneducated person

Be better in yourself. - Nothing can destroy you more than getting associated to a person asking you to do wrong. - Asking you to delay everything. - Don’t listen to a person who gives you unsolicited destructive advice for others without knowing them. - Normal people don’t destroy others

Be better and be supportive - Why you are supporting those who are asking you to do wrong no matter whether mentally or emotionally. - They are only making your image bad and not something that can make you better. - Normal person don’t ask to do wrong, they don’t care about that.

A very good collection for machine and deep learning. Especially for coral mapping and management. - I am developing new machine learning segment based approach and image classification for corals as a part of submitted job offer and application requirement - Very good to integrate this part.

People asked me here and also previously - Are you happy here?, i said did i ever complained?, - did i even put you all in bad state of mind?. - did i ever done wrong to you?. - did i ever treated anyone of you wrong?. Then why are you listening to fake, assumptions and thinking unnecessarily

- If you can enjoy your life with someone,enjoy that without wasting that time. - if you can work with someone, work with them, give importance to their submitted job application, consider their words and enjoy that. - if you can live your life by being together, why delay. Enjoy that by approaching

AntimicroTransform: github.com/sablokrep/an... - Antimicrobial Tranformers using Rust 🦀 coding this evening - Zero shot classification of microbial peptides - Segment optimized transformers - microbiome and microbial sequence construction

Beedit: github.com/sablokrep/be... Graphical bee 🐝desktop application using Rust 🦀 and clickable for large scale sequencing and bee genomes. - No such graphical application exit as of now. - Finishing the last bits of the other crates and finishing this today.

A very good library for mass spectrometry. I am writing a machine learning and eGUI based Rust 🦀 for mass spectrometry analysis. Read spectral intensity from bacterial or plant and put a machine clustering and Gaussian algorithm the same with binomial frequency all click of graphical button.

This is a very good paper for putting the eDNA machine learning. I am writing all that as a part if my job offer and already pinned down half if that in Rust 🦀. Merging several multimodal and bimodal classification.

Tech Accounts to follow: Although i don't prefer remote jobs and i prefer onsite jobs and i prefer working in office environment. To see latest tech, accounts Data Science Jobs: bsky.app/profile/data... Remote IT Jobs: bsky.app/profile/remo... Diversify Tech: bsky.app/profile/dive...