Mary worries about Sam being stressed from hunting, Jack's condition, and life in general. Dean acknowledges Sam's stress but says life has been difficult for all of them, with the weight of the world on his shoulders. Mary wishes there was more she could do for Dean and the others, given that she wasn't there for many years after returning from being dead. Dean reassures her that her being there now is what matters most. Mary continues to express guilt over not being there for Dean and Sam growing up, and worries she will make the same mistakes by being closed off, but Dean insists her mistakes could never compare to their father's.
The letter of appreciation received for the work during my internship at Robert Bosch Engineering and Business Solutions Pvt Ltd, signed and given by the Senior Vice President of RBEI
The document discusses the benefits of exercise for mental health. It notes that regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise has also been shown to enhance self-esteem and serve as a healthy distraction from daily stressors.
ML Zoomcamp 4 - Evaluation Metrics for ClassificationAlexey Grigorev
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
Night boat to freedom by margot theis ravenBinh Dao
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
Super tickets in pre trained language modelsHyunKyu Jeon
This document discusses finding "super tickets" in pre-trained language models through pruning attention heads and feedforward layers. It shows that lightly pruning BERT models can improve generalization without degrading accuracy (phase transition phenomenon). The authors propose a new pruning approach for multi-task fine-tuning of language models called "ticket sharing" where pruned weights are shared across tasks. Experiments on GLUE benchmarks show their proposed super ticket and ticket sharing methods consistently outperform unpruned baselines, with more significant gains on smaller tasks. Analysis indicates pruning reduces model variance and some tasks share more task-specific knowledge than others.
Mary worries about Sam being stressed from hunting, Jack's condition, and life in general. Dean acknowledges Sam's stress but says life has been difficult for all of them, with the weight of the world on his shoulders. Mary wishes there was more she could do for Dean and the others, given that she wasn't there for many years after returning from being dead. Dean reassures her that her being there now is what matters most. Mary continues to express guilt over not being there for Dean and Sam growing up, and worries she will make the same mistakes by being closed off, but Dean insists her mistakes could never compare to their father's.
The letter of appreciation received for the work during my internship at Robert Bosch Engineering and Business Solutions Pvt Ltd, signed and given by the Senior Vice President of RBEI
The document discusses the benefits of exercise for mental health. It notes that regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise has also been shown to enhance self-esteem and serve as a healthy distraction from daily stressors.
ML Zoomcamp 4 - Evaluation Metrics for ClassificationAlexey Grigorev
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
Night boat to freedom by margot theis ravenBinh Dao
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
Super tickets in pre trained language modelsHyunKyu Jeon
This document discusses finding "super tickets" in pre-trained language models through pruning attention heads and feedforward layers. It shows that lightly pruning BERT models can improve generalization without degrading accuracy (phase transition phenomenon). The authors propose a new pruning approach for multi-task fine-tuning of language models called "ticket sharing" where pruned weights are shared across tasks. Experiments on GLUE benchmarks show their proposed super ticket and ticket sharing methods consistently outperform unpruned baselines, with more significant gains on smaller tasks. Analysis indicates pruning reduces model variance and some tasks share more task-specific knowledge than others.
Synthesizer rethinking self-attention for transformer models HyunKyu Jeon
The document expresses gratitude to the reader for taking the time to listen. It does not provide any other details, context, or information beyond thanking the reader for listening. The summary captures the essence of the document in a single concise sentence.
This document summarizes Meta Back-Translation, a method for improving back-translation by training the backward model to directly optimize the performance of the forward model during training. The key points are:
1. Back-translation typically relies on a fixed backward model, which can lead the forward model to overfit to its outputs. Meta back-translation instead continually trains the backward model to generate pseudo-parallel data that improves the forward model.
2. Experiments show Meta back-translation generates translations with fewer pathological outputs like greatly differing in length from references. It also avoids both overfitting and underfitting of the forward model by flexibly controlling the diversity of pseudo-parallel data.
3. Related work leverages mon
Maxmin qlearning controlling the estimation bias of qlearningHyunKyu Jeon
This document summarizes the Maxmin Q-learning paper published at ICLR 2020. Maxmin Q-learning aims to address the overestimation bias of Q-learning and underestimation bias of Double Q-learning by maintaining multiple Q-functions and using the minimum value across them for the target in the Q-learning update. It defines the action selection and target construction for the update based on taking the maximum over the minimum Q-value for each action. The algorithm initializes multiple Q-functions, selects a random subset to update using the maxmin target constructed from the minimum Q-values. This approach reduces the biases seen in prior methods.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Aggregage
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.