OmicsLogic - Biology as Data Science

?? ?????????? ???????????? ??????????-???? ???????????? ?????????????? ???? ???? & ?????????????? ???????????????? ?????? ?????????? ???????? ???????????????? is designed to demystify AI and ML applications in biological and medical research, emphasizing practical techniques for non-computer scientists. ?????????????? ??????????????????: ? Total Sessions: 6 live online sessions ? Delivery Mode: Online, interactive sessions with expert-led discussions and hands-on activities. ???????????????? ?????????? & ????????????????????????: ? Orange Data Science: For visual data analysis and ML workflows. ? Weka: For machine learning models and multi-omics data analysis. ? R Programming (Tidyverse, Keras, TensorFlow): For building ML workflows and deep learning models. ? DeepLearning4J: For advanced applications in omics data. ? ChatGPT/LLMs: For automating workflows and coding support. ? Jupyter Notebooks: For interactive coding and reproducible analyses. ???????????????? ?????????????? ??????????????????????: Participants will design and execute a mini-research project to apply their knowledge of AI/ML techniques to omics data analysis. They will work step-by-step, from dataset selection to preprocessing, model implementation, and interpretation of results, using the methods and tools learned throughout the course. ?? ?????????? ???????? ?????????????????????????? ?????? ?????? ????????! Submit your interest via the form and secure your spot early: https://lnkd.in/gShgnTjx #ArtificialIntelligence #MachineLearning #Bioinformatics #AI #ML #RCoding #Programming #Omics #Genomics #Transcriptomics #Metagenomics #Proteomics #Research #Opportunity #Training #DeepLearning #LargeLanguageModels #MultiOmics

?? RNA-Seq data analysis is transforming plant biotechnology! ??? By providing deep insights into gene expression and regulation, it helps identify key genes for improved traits, enhance stress resistance, and optimize metabolic pathways for better crop productivity. ???? ?? It also plays a crucial role in understanding plant-microbe interactions, paving the way for sustainable agriculture and groundbreaking biotechnological advancements. ?? ?? Want to harness RNA-Seq for your plant research? Join our upcoming workshop on ??????-?????? ???????? ???????????????? ?????? ?????????? ?????????????????????????? ?????????? ?? ??????????????????????! ????? Gain hands-on experience in RNA-Seq data analysis, uncover gene expression patterns, and make data-driven discoveries to advance plant science. ?? For more information on workshop structure, curriculum, and training resources, register here: https://lnkd.in/gMcJhFad ?? ??????????: ?????????? ???? - ?????????? ????, ???????? ?? ????????: ??:???? ???? ?????? | ??:???? ???? ?????? ?? ????????????????: ???????????? #RNASeq?#PlantBiotechnology?#Bioinformatics?#Genomics?#NGS?#GeneExpression?#ComputationalBiology?#FunctionalGenomics?#Transcriptomics?#NextGenSequencing?#Omics?#DataScience?#PlantGenomics?#GeneticResearch?#MolecularBiology

Neural networks are built with interconnected layers—input, hidden, and output—that process and transmit information. Each layer extracts patterns from data, making ANNs powerful for gene expression analysis, disease classification, and omics data interpretation. To help researchers harness the power of AI & ML in bioinformatics, our program offers a perfect blend of theory and hands-on practice with real omics datasets! ?? ???????? ??????’???? ??????????: ? Supervised & Unsupervised Learning ?? ? Deep Learning & Neural Networks ??? ? Dimensionality Reduction (PCA, t-SNE, UMAP) ?? ? Large Language Models (LLMs) for Bioinformatics ?? ? Hands-on practice: TensorFlow, Orange Data Science, and R ?? ?? ???????????????? ??????????????: Apply your skills to real-world omics data, generate meaningful insights, and present your findings with expert mentorship! ?? ?????????? ???????? ?????????????????????????? ?????? ?????? ????????! Submit your interest via the form and secure your spot early: https://lnkd.in/gShgnTjx #ArtificialIntelligence?#MachineLearning?#Bioinformatics?#AI?#ML?#RCoding?#Programming?#Omics?#Genomics?#Transcriptomics?#Metagenomics?#Proteomics?#Research?#Opportunity?#Training?#DeepLearning?#LargeLanguageModels?#MultiOmics

The central dogma is the blueprint for life. It describes the flow of genetic information: ?????? --> ?????? --> ??????????????. But there's more to the story! Omics fields delve deeper into each stage: ? Genomics studies your genes (DNA) ? Transcriptomics analyzes RNA molecules ? Proteomics explores proteins But what about the end result: cellular activity? That's where ???????????????????????? comes in! It analyzes the small molecules (metabolites) around your cells. By studying metabolites, we can understand: ? How your body is functioning ? How genes and environment interact ? Potential biomarkers for disease Metabolomics is like the fingerprint of your cellular activity, giving a real-time picture of what's going on inside! ? Curious to learn more? Explore our 4-Day LIVE online workshop on "???????????????????????? ???? ???????????????????????? ?????? ?????? ?????????????????? ???????????????????????? ???? ????????????????" to master LC-MS/MS-based metabolomics and omics data analysis. ?? Date: March 17 - March 20, 2025 ?? Time: 7:00 PM IST | 8:30 AM CST ?? Location: Online ?????????????????? ??????: https://lnkd.in/gc9QgghG #Metabolomics?#NGS?#PhD?#Python?#Networking?#Academic?#Connections?#BigData?#Training?#MachineLearning?#Opportunities?#LifeScience?#Education?#Biomedical?#DataScience?#Biotechnology?#Pharmacy?#Agriculture?#Certification?#Oncology?#InfectiousDiseases?#Computational?#Neuroscience?#Medicine?#Research?#Career?#Technology?#Innovation

?? Dive into the world of cancer genomics with a hands-on approach to next-generation sequencing (NGS)! This 4-day practical workshop will take you through the complete workflow—from isolating DNA and preparing sequencing libraries to processing raw sequencing data into meaningful genetic insights. ?? You'll learn how data is structured in FASTQ, BAM, and VCF formats, how to perform mutational analysis and variant annotation, and how to interpret findings for clinical applications. ???? Whether you're a researcher, clinician, or student, this workshop will equip you with the skills needed to analyze real sequencing datasets and understand the genetic basis of cancer. ?? For more information on workshop structure, curriculum, and training resources, register here: https://lnkd.in/gSk8kjas ?? ????????: March 10 - March 13, 2025 ?? ????????: 7:00 PM IST | 8:30 AM CST ?? ????????????????: Online #CancerGenomics #GenomicsResearch #Bioinformatics #NGS #GenomicMedicine #CancerResearch #PrecisionOncology #MutationAnalysis #OncologyData #CancerBiology #NGSDataAnalysis #VariantAnnotation #ClinicalGenomics #TCGA #COSMIC #cBioPortal #MolecularOncology #CancerGenetics #TranslationalGenomics #BiomedicalDataScience

?? ?????????? ???????????? ??????????-???? ???????????? ?????????????? ???? ???? & ?????????????? ???????????????? ?????? ?????????? ???????? ???????????????? is designed to demystify?AI?and?ML?applications in biological and medical research, emphasizing practical techniques for non-computer scientists. ?????????????? ??????????????????: ? Total Sessions: 6 live online sessions ? Delivery Mode: Online, interactive sessions with expert-led discussions and hands-on activities. ???????????????? ?????????? & ????????????????????????: ? Orange Data Science: For visual data analysis and?ML?workflows. ? Weka: For machine learning models and multi-omics data analysis. ? R Programming (Tidyverse, Keras, TensorFlow): For building?ML?workflows and deep learning models. ? DeepLearning4J: For advanced applications in omics data. ? ChatGPT/LLMs: For automating workflows and coding support. ? Jupyter Notebooks: For interactive coding and reproducible analyses. ???????????????? ?????????????? ??????????????????????: Participants will design and execute a mini-research project to apply their knowledge of?AI/ML?techniques to omics data analysis. They will work step-by-step, from dataset selection to preprocessing, model implementation, and interpretation of results, using the methods and tools learned throughout the course. ?? ?????????? ???????? ?????????????????????????? ?????? ?????? ????????! Submit your interest via the form and secure your spot early:?https://lnkd.in/gShgnTjx #ArtificialIntelligence?#MachineLearning?#Bioinformatics?#AI?#ML?#RCoding?#Programming?#Omics?#Genomics?#Transcriptomics?#Metagenomics?#Proteomics?#Research?#Opportunity?#Training?#DeepLearning?#LargeLanguageModels?#MultiOmics

Join our 4-Day Online Workshop on "???????????????????????? ???? ???????????????????????? ?????? ?????? ?????????????????? ???????????????????????? ???? ????????????????". ???? This workshop is designed to immerse you in the field of LC-MS/MS-based metabolomics, introducing you to cutting-edge technology and recent innovations in omics and big data analytics. ???? Additionally, the workshop will explore the application of machine learning approaches in metabolomics, aimed at uncovering the complexities of biological pathways and interactions. ?? Share this post with your colleagues who might be interested! ?? Date: March 17 - March 20, 2025 ?? Time: 7:00 PM IST | 8:30 AM CST ?? Location: Online For more information about the workshop curriculum and session details, register: https://lnkd.in/gc9QgghG #Metabolomics #Bioinformatics #DataScience #LCMS #MachineLearning #Workshop #Certification #OMICS #Research #PhD #OnlineTraining #Cancer #Oncology #BiomedicalResearch

?? Thinking about learning bioinformatics, but not sure where to start? You’re not alone! Many researchers and students struggle with: ? Understanding where to begin in multi-omics data analysis ? Finding structured, hands-on training that fits their schedule ? Choosing between different tools and techniques for their research That’s why we're hosting a LIVE FREE Webinar where we’ll help you: ? Map out your learning path based on your background and goals ? Explore our structured course track and how it supports your research needs ? Understand how our subscription model provides flexibility and access to multiple courses This isn’t just another webinar—it’s an open discussion where you can ask questions and get real insights to help you make an informed decision about your learning journey! ?? ???????????????? ??????: https://lnkd.in/dQQcqGwv ?? Eligibility: Open to ALL! ?? Date: March 06, 2025 ? Time: 7:00 PM IST | 7:30 AM CST #BigData?#Bioinformatics?#DataScience?#Programming?#MachineLearning?#NGS?#Research?#Cheminformatics?#Transcriptomics?#Python?#Coding?#Research?#University?#Opportunity?#SkillDevelopment?#Genomics?#Transcriptomics?#Metagenomics?#PhD?#Internship?#Scholarship?#Project?#Networking?#PreMed?#Biomedical

Biological neurons and artificial neural networks (ANNs) share a fascinating similarity in how they process and transmit information. Just as biological neurons receive input, process it, and send output through synaptic connections, ANNs mimic this process through layers of interconnected nodes that simulate the firing of neurons. This parallel allows ANNs to learn patterns from data, making them a powerful tool in biomedical research, especially for tasks like gene expression analysis, disease subtype identification, and complex omics data interpretation. To help researchers harness the power of AI & ML in bioinformatics, our program offers a perfect blend of theory and hands-on practice with real omics datasets! ?? ???????? ??????’???? ??????????: ? Supervised & Unsupervised Learning ?? ? Deep Learning & Neural Networks ??? ? Dimensionality Reduction (PCA, t-SNE, UMAP) ?? ? Large Language Models (LLMs) for Bioinformatics ?? ? Hands-on practice: TensorFlow, Orange Data Science, and R ?? ?? ???????????????? ??????????????: Apply your skills to real-world omics data, generate meaningful insights, and present your findings with expert mentorship! ?? ?????????? ???????? ?????????????????????????? ?????? ?????? ????????! Submit your interest via the form and secure your spot early: https://lnkd.in/gShgnTjx #ArtificialIntelligence?#MachineLearning?#Bioinformatics?#AI?#ML?#RCoding?#Programming?#Omics?#Genomics?#Transcriptomics?#Metagenomics?#Proteomics?#Research?#Opportunity?#Training?#DeepLearning?#LargeLanguageModels?#MultiOmics

Metabolomics data analysis starts with LC-MS/MS or GC-MS for metabolite profiling, followed by preprocessing (peak detection, alignment, and normalization) to refine raw data. Statistical modeling (PCA, PLS-DA, machine learning) identifies significant metabolites, which are then linked to biological pathways for functional insights. Integrating metabolomics with genomics, transcriptomics, and proteomics enhances our understanding of complex biological systems through a multi-omics approach. If you found this helpful, explore our 4-Day LIVE online workshop on "???????????????????????? ???? ???????????????????????? ?????? ?????? ?????????????????? ???????????????????????? ???? ????????????????" to master LC-MS/MS-based metabolomics and omics data analysis. ?? Date: March 17 - March 20, 2025 ?? Time: 7:00 PM IST | 8:30 AM CST ?? Location: Online ?? ???????????????? ??????: https://lnkd.in/gc9QgghG #Metabolomics?#Bioinformatics?#DataScience?#LCMS?#MachineLearning?#Workshop?#Certification?#OMICS?#Research?#PhD?#OnlineTraining?#Cancer?#Oncology?#BiomedicalResearch