📚 Samrat Kar | exploring & experimenting 📚
Article Index - All my writings and explorations
119
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203
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119
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| # | Title | Summary | Date | Tags | Categories |
|---|---|---|---|---|---|
| 1 | Lighthouse - Wisdom & Reflection |
A collection of lighthouse wisdoms, reflections, and insights on life, love, learning, ego, work, and discipline.
|
Jul 11, 2026 |
lighthouse
ego
experiment
love
penance
non-form
purpose
temple
work
die
lear
learn
learning
earn
fail
4lines
serve
meditation
|
lighthouse
|
| 2 | Mount Assisi Reunion 15-17 May 2026 - Deoghar |
Echoes straight from heart In the journey of life, without ever asking, we are endowed with precious gifts that we...
|
May 18, 2026 |
jrnl
mount-assisi
reunion
000
f2f2f2
f9f9f9
bbb
717171
10094
10095
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Mount-Assisi
|
| 3 | Though The Mountains |
Though the mountains may fall
|
May 18, 2026 |
prayers
mount-assisi
|
Mount-Assisi
|
| 4 | Chapter 3: Dynamic Programming |
The Big Picture Dynamic Programming: definition/analytic level with a known model. Monte Carlo + TD (SARSA, Q-learning): sample level, learning...
|
Apr 11, 2026 |
drl
rl
e0f7fa
00838f
fff3e0
ef6c00
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drl
|
| 5 | Chapter 2: Markov Decision Processes |
Markov Decision Processes (MDP)
|
Apr 11, 2026 |
drl
rl
|
drl
|
| 6 | Chapter 4: Monte Carlo |
The Big Picture Monte Carlo (MC): model-free, sample-based learning from complete episodes. Unlike Dynamic Programming, MC does not need the...
|
Apr 11, 2026 |
drl
rl
e8f5e9
2e7d32
fff3e0
ef6c00
e3f2fd
1565c0
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drl
|
| 7 | Case Study: Dynamic Programming vs Q-Learning |
Case Study: Dynamic Programming vs Q-Learning
|
Mar 28, 2026 |
drl
mdp
dynamic-programming
q-learning
gymnasium
e0f7fa
00838f
fff3e0
ef6c00
|
dlr
|
| 8 | Monte Carlo (MC) Methods |
Key points In case of monte-carlo methods, we estimate the value function based on the average return of multiple episodes....
|
Mar 15, 2026 |
drl
monte-carlo
|
dlr
|
| 9 | MPD - Model - Model Free - State Value - Action Value |
MPD - Model - Model Free - State Value - Action Value Environment and Agent & Their respective 2 conditional...
|
Mar 15, 2026 |
drl
mdp
dynamic-programming
q-learning
bellman
state-value
action-value
e0f7fa
00838f
fff3e0
ef6c00
|
dlr
|
| 10 | FDP workshop |
RL foundations input : interaction with environment goal : learn a policy (mapping states to actions), that maximizes some utility...
|
Mar 9, 2026 |
drl
mdp
gymnasium
fdp
|
dlr
|
| 11 | Deep Reinforcement Learning (DRL) - Big Picture |
Part 1 - Tabular Solution Methods value functions are represented as arrays or tables. single state Multi Armed Bandit (MAB)...
|
Mar 9, 2026 |
drl
big-pic
gymnasium
|
dlr
|
| 12 | Multi-Armed Bandit (MAB) Notes |
Multi-Armed Bandit Problem - MAB Key Points single state. no question of any state change. no discussion on state. choice...
|
Mar 9, 2026 |
drl
mab
gymnasium
|
dlr
|
| 13 | Markov Decision Process (MDP) Notes |
MDP - Markov Decision Process is used to model environment in reinforcement learning. It is a mathematical framework for modeling...
|
Mar 9, 2026 |
drl
mdp
gymnasium
|
dlr
|
| 14 | The hippie movement and its intellectual influences |
The hippie movement was another movement that drew from the intellectual currents of the 1960s. It was influenced by thinkers like Herbert Marcuse, Henry David Thoreau, and R. D. Laing, who critiqued modern society and inspired the counterculture's rejection of materialism, conformity, and traditional values. Fromm's content of his rejection of materialism is however different in texture
|
Mar 7, 2026 |
books
psychology
the sane society
fromm
hippie
|
books
|
| 15 | Reinforcement Learning Q&A Notes |
Reinforcement Learning Q&A Notes
|
Mar 7, 2026 |
drl
gymnasium
|
dlr
|
| 16 | Q Learning Notes |
Q learning Notes What is Q? Action value function $Q(s,a)$ associating a value (reward) to any combination of state $s_t$...
|
Mar 7, 2026 |
drl
deep-queue
gymnasium
return
|
dlr
|
| 17 | Std 4 - 1. Natural Numbers |
Std 4 - Maths - Numbers - 1. Natural Numbers
|
Mar 6, 2026 |
maths
std-4
numbers
|
tuitions
|
| 18 | Std6 - 1. Natural Numbers |
Std 6 - Maths - Numbers - 1. Natural Numbers
|
Mar 6, 2026 |
maths
std-6
numbers
|
tuitions
|
| 19 | Tuition & Fun |
Tuition & Fun
|
Feb 28, 2026 |
english
tuition-fun
|
tuitions
|
| 20 | Sojourn into the world of words |
Sojourn into the world of words
|
Feb 28, 2026 |
english
vocabulary
story-11
|
tuitions
|
| 21 | The Road Not Taken - Robert Frost |
The Road Not Taken - Robert Frost
|
Feb 28, 2026 |
english
poems
|
tuitions
|
| 22 | Smolify |
Smolify
|
Feb 19, 2026 |
smolify
slm
finetuning
|
|
| 23 | Steppenwolf |
Stepenwolf by Hermann Hesse
|
Feb 18, 2026 |
books
mysticism
steppenwolf
hermann hesse
|
books
|
| 24 | The needs of man |
Having parted from nature, the condition of man, is a state of alienation. And that alienation gives rise to some fundamental needs in man. Fromm delves into these needs of man, and shall build later in the book how his interaction with himself and society can help him meet those needs.
|
Feb 14, 2026 |
books
psychology
the sane society
fromm
|
books
|
| 25 | Linux Notes |
Linux Notes
|
Feb 8, 2026 |
linux
command-line
fun-tools
|
|
| 26 | Introduction to 'The Sane Society' |
Defines the human condition and how human evolution has parted away (for good) from the biological evolution of nature. And how this departure causes a dialectical tension in man to reconcile this with his drive towards creative unity. The parallels in the work of Tagore, Adler, Jung and Fromm are described here
|
Feb 1, 2026 |
books
psychology
the sane society
fromm
|
books
|
| 27 | The Reason to Live |
When life is harsh and all seems lost, and the soul searches a reason to live, a gentle whisper dawns! And sings the eternal song - The reason to Live!
|
Jan 21, 2026 |
creative-unity
purpose
lighthouse
love
|
books
|
| 28 | Truth Beauty & Goodness |
In this poem, I explore the importance of work, effort and penance to create expressions of Truth, Beauty and Goodness as the ultimate purpose of life, in all vocation, action and endeavors. And that this eternal engagement is made possible through the agency of love. It is love that makes life worth living. And all that is true, all that is beautiful, and all that is good, is made possible only through this extreme hard labor and shedding of sweat and enduring of blood of the labor of love. And yes, irrespective of the outcome, the process of engaging in this labor of love is itself the ultimate reward and fulfillment of life. For it is a beauty in making. There is no ultimate destination. As it is unbounded, endless and eternal! Where will it reach ultimately, who knows! People come and go. Events come and go. Seasons change. Heart breaks and then expands. Lights seeps in through the cracks. Darkness is replaced by light. And the light grows and grows in shades never known. In this ever changing nature of the physical life, what endures is the effort and the agency of love - thrusting that never ending stances of re-incarnation tirelessly laboring for Truth, Beauty and Goodness. And That Endures. Forever and Ever!
|
Jan 21, 2026 |
creative-unity
purpose
lighthouse
love
|
books
|
| 29 | The Mirror Glitch |
The Mirror Glitch
|
Jan 17, 2026 |
jrnl
mirror-glitch
seminar
iiit-b
|
talks
|
| 30 | Lighthouse - Wisdom & Reflection |
🌊 Lighthouse 🌊 Guiding lights through the storms of life — reflections on wisdom & philosophy 🏠 Home 👤 About...
|
Jan 6, 2026 |
lighthouse
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f3e8ff
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8b5cf6
7c3aed
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lighthouse
|
| 31 | Tagore Vs Adler: A Deep Philosophical Comparison |
Both Adler and Tagore reject determinism and place human meaning-making at the center of life. This article explores their converging insights on freedom, purpose, and the self.
|
Jan 5, 2026 |
tagore
humanism
god in man
adler
lifestyle
|
books
|
| 32 | The Stance |
This is a poetic summary of the core stances presented in Rabindranath Tagore's book - 'The Religion of Man', capturing the essence of his humanistic spirituality.
|
Jan 5, 2026 |
tagore
lighthouse
love
humanism
|
books
|
| 33 | The Unborrowed Ground |
1. The Past Is Not a Prison The past is a tale the mind still repeats, A shadow that follows...
|
Jan 5, 2026 |
adler
lighthouse
courage
contribution
lifestyle
humanism
|
books
|
| 34 | ch1 - the religion of man |
The Man’s Universe
|
Jan 4, 2026 |
books
the religion of man
humanism
tagore
|
books
|
| 35 | The religion of man - A book review |
The religion of man explores the universal spiritual values that transcend religious boundaries. Tagore emphasizes the divine presence within every human being and advocates for a humanism that recognizes the sacredness of life. The book invites readers to see beyond dogma and rituals, encouraging a direct, personal experience of the divine through love, compassion, and creativity.
|
Jan 4, 2026 |
tagore
humanism
god in man
|
books
|
| 36 | The courage to be disliked - A book review |
The courage to be disliked presents a transformative philosophy rooted in Alfred Adler’s Individual Psychology. It challenges readers to rethink their relationship with the past, others, and themselves. By embracing teleology, detaching from approval, and engaging courageously with life’s tasks, individuals can find authentic freedom and happiness. At its core, the book is a call to live sincerely—accepting the possibility of being disliked as the price of true freedom. It teaches that happiness is not a reward for success or approval, but a choice made through courageous living, contribution, and authentic relationships.
|
Jan 3, 2026 |
adler
courage
contribution
lifestyle
humanism
|
books
|
| 37 | Prompting |
Prompt Engineering
|
Dec 31, 2025 |
prompt engineering
|
full stack llm app
|
| 38 | Virtual Env Notes |
1. Creating virtual environment (python’s venv module) 1.1 create a virtual environment folder (any name) Go to the folder of...
|
Dec 31, 2025 |
virtual environments
|
full stack llm app
|
| 39 | Immutability |
Python Immutability and Memory Management
|
Dec 29, 2025 |
mutability
|
full stack llm app
|
| 40 | Sleep Assistant AI Chatbot |
🌙 Sleep Assistant AI Chatbot
|
Dec 28, 2025 |
667eea
f5f7fa
c3cfe2
764ba2
e0e0e0
888
|
|
| 41 | AWS Basics |
Advantages of Cloud Computing
Cost efficiency
pay as you go pricing
lower upfront cost.
|
Nov 26, 2025 |
|
|
| 42 | The Distinction between Divine & Demonic Tendencies - Gita 16 |
Gita - Chapter 16 - The Distinction between Divine & Demonic Tendencies Arjuna, there are two kinds of states Beings...
|
Nov 26, 2025 |
gita-16-divine-demonic-tendencies
|
|
| 43 | Divine Manifestations - Gita 10.40 |
Gita - 10.40 - Divine Manifestations
|
Nov 25, 2025 |
gita-10.40-divine-manifestations
|
|
| 44 | The forty rules of love - A book review |
The forty rules of love explores the transformative power of love through the intertwined stories of Rumi and a modern-day housewife. It delves into themes of spirituality, connection, and the profound impact of love on personal growth and understanding. The book invites readers to embrace love in its many forms and challenges conventional perceptions, offering a rich tapestry of wisdom and insight.
|
Nov 7, 2025 |
rumi
love
spirituality
shams of tabriz
|
books
|
| 45 | Shlokas |
Guru Stotram
Reference : https://shlokam.org/gurustotram/
|
Oct 12, 2025 |
|
|
| 46 | Introduction to Software Architecture |
|
Oct 12, 2025 |
|
|
| 47 | Asimov Books |
A Roadmap for Young Readers: Navigating the Universe of Isaac Asimov
|
Oct 7, 2025 |
|
|
| 48 | Rag multi agent |
Key concepts RAG pairs an LLM with a knowledge base Data is private, recent, or highly specific and so missing...
|
Sep 27, 2025 |
|
|
| 49 | Data Agents in Snowflake |
|
Sep 26, 2025 |
genai
snowflake
data-agents
|
|
| 50 | A2A document analyzer using Box |
Notes from the deeplearning.ai course on box integration with A2A and MCP server
|
Sep 20, 2025 |
|
|
| 51 | Command Messaging pattern |
Conditional Edge
|
Sep 4, 2025 |
|
|
| 52 | Recursive workflow with tools and conditional edge |
tools_agent_no_router_loop_mcp
|
Sep 3, 2025 |
agentic_ai_2_0
langraph
practice
workflows
use-in-an-agent
|
agentic_ai_2_0
langraph
practice
workflows
|
| 53 | Agni Mile Purohitam |
Agni Mile Purohitam
|
Aug 27, 2025 |
|
talks
|
| 54 | Deep Agents |
Advantages of using langgraph Persistence Memory Human in loop Streaming From any LLM call or step in workflow / agent...
|
Aug 24, 2025 |
|
|
| 55 | RAG Intro |
Retrieval Augmented Generation (RAG) - Intro
|
Aug 24, 2025 |
genai
llmproduction
rag
|
genai
llmproduction
rag
|
| 56 | Agents |
Workflows and Agents Workflows are systems where LLMs and tools are orchestrated through predefined code paths. Agents, on the other...
|
Aug 22, 2025 |
|
|
| 57 | Love and Wisdom |
Quote № 01:
|
Aug 20, 2025 |
|
|
| 58 | LLM Memory |
Types of memory Semantic memory : General knowledge about the world, facts, concepts, and relationships. Example: Knowing that Paris is...
|
Aug 20, 2025 |
llm
memory
concepts
|
|
| 59 | Education |
How to be disgustingly educated by Thee Book ClubA chaotic guide to becoming the most interesting person in the room...
|
Aug 18, 2025 |
|
|
| 60 | St. Agatha Church |
St. Agatha Church
|
Aug 18, 2025 |
|
|
| 61 | Text Clustering |
References
MMR-Maximal Marginal Relevance
|
Aug 10, 2025 |
text-clustering
nlp
machine-learning
unsupervised-learning
|
|
| 62 | Oscar Wilde |
Oscar Wilde (1854-1900) was born into an Anglo-Irish family in Dublin, and he grew up there, going to Trinity College...
|
Aug 4, 2025 |
|
|
| 63 | Quotes |
“Why, then, has mankind not long ago gone extinct during great epidemics of madness? Why do only a fairly minor...
|
Aug 4, 2025 |
|
|
| 64 | Designing LLM applications - chapter 1 |
Machine learning models
|
Jul 22, 2025 |
todo
|
|
| 65 | Langchain Ecosystem |
Prompt Template
|
Jul 12, 2025 |
|
|
| 66 | Building multi agent LLM systems roadmap |
Topics
|
Jul 12, 2025 |
|
|
| 67 | Spain visit - day 5 - The Friendship |
Day 5 : The Friendship : 7-02-2025 : Wednesday
|
Jul 3, 2025 |
spain
travels
friendship
poetry
|
|
| 68 | Spain visit - day 6 - The twinkle of joy |
Day 5 : Shopping : 7-03-2025 : Thursday
|
Jul 3, 2025 |
spain
travels
friendship
poetry
|
|
| 69 | Spain visit - day 4 - The warm hospitality |
Day 4 : The warm hospitality : 7-01-2025 : Tuesday
|
Jul 1, 2025 |
spain
travels
2025
|
|
| 70 | Spain visit - day 3 - The Food Delight |
Day 3 : The exquisite delight of food and friendship : 6-30-2025 : Monday
|
Jun 30, 2025 |
travel
spain
madrid
royal palace
real madrid
football
|
|
| 71 | Spain visit - day 2 - Madrid Walk |
Day 2 : The Mad(rid) Walk : 6-29-2025 : Sunday
|
Jun 29, 2025 |
travel
spain
madrid
royal palace
real madrid
football
|
|
| 72 | Spain Trip - Day 1 - The Flight |
Day 1 - 6-28-2025 - Saturday - Bangalore to Madrid
|
Jun 28, 2025 |
|
|
| 73 | Spain Trip - Day 1 - The Ride |
Day 1 : Cab drive from home to airport : 6-28-2025 : Saturday
|
Jun 28, 2025 |
|
|
| 74 | When the Blessing Returns |
Your browser does not support the video tag.
|
Jun 27, 2025 |
|
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| 75 | Stanford CS229: Introduction to Machine Learning : Anand Avati |
Youtube Playlist
Playlist - Stanford CS229 2019 Anand Avati
|
Jun 15, 2025 |
|
|
| 76 | Variational Autoencoders (VAEs) |
Variational Autoencoders (VAEs)
|
Jun 15, 2025 |
f9f
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| 77 | Unsupervised Elicitation |
|
Jun 14, 2025 |
|
|
| 78 | AI Study Group Topics |
Saturday 8-09-2025 - runtime tool calling, agentic workflow in loop Presenter - Samrat Kar Notes and references for the session...
|
Jun 13, 2025 |
|
|
| 79 | Langraph |
https://github.com/sunnysavita10/Agentic-2.0 https://python.langchain.com/docs/integrations/tools/ https://langchain-ai.github.io/langgraph/concepts/why-langgraph/ https://www.youtube.com/watch?v=qAF1NjEVHhY&t=2s https://www.youtube.com/watch?v=1bUy-1hGZpI Concepts covered any model any embedding prompting chaining vector DB RAG Multi Model RAG parser...
|
Jun 7, 2025 |
agentic_ai_2_0
langraph
agentic_flow
|
|
| 80 | DSpy - Deep Learning with Python |
DSpy - Deep Learning with Python
|
Jun 7, 2025 |
|
|
| 81 | Vector Indexing Library & Vector Databases |
Indexing vector db
|
Jun 2, 2025 |
fef3c7
facc15
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| 82 | Installations for general set up |
References
software installations
|
May 11, 2025 |
|
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| 83 | Building LLM from Scratch |
Dataset
Dataset chosen - Julius Caesar text. Link
|
May 11, 2025 |
a
return
|
|
| 84 | Awe by Dacher Keltner |
The 4 stories of awe The scientific - The cultural The personal The growth that Awe can bring us when...
|
May 9, 2025 |
|
|
| 85 | Diffusion model for Devanagari script generation |
Devanagari Script Generation Diffusion Model Analysis
|
Apr 26, 2025 |
|
|
| 86 | Model Context Protocol |
Introduction
Model context protocol (MCP) is an open protocol that standardizes how applications provide context to LLMs.
|
Apr 23, 2025 |
|
|
| 87 | Diffusion Models: An Introduction |
Overview GAN was there to convert a noise into image, by using two networks, generator and discriminator. The generator creates...
|
Apr 18, 2025 |
dataset-visualization
further-reading
|
|
| 88 | CLIP |
Introduction CLIP (Contrastive Language-Image Pretraining) is a neural network architecture that learns to connect images and text by training on...
|
Apr 18, 2025 |
|
|
| 89 | Structured Generation |
Overview
|
Apr 3, 2025 |
|
|
| 90 | Word is God |
Wordmap
|
Apr 1, 2025 |
|
|
| 91 | Electricity |
Definition 1 of Coulomb
The SI unit of electric charge is coulomb which is denoted by the letter C.
|
Mar 31, 2025 |
|
|
| 92 | L1 - Introduction to Deep Learning |
Brief History of Deep Learning Supervised learning Since the advent of computers, scientists have been formulating ways to enable machines...
|
Mar 29, 2025 |
|
|
| 93 | Agentic Document Workflow (ADW) |
RAG architecture
|
Mar 23, 2025 |
|
|
| 94 | The Ramayana Journey |
The Ramayana - a journey - one story at a time
|
Mar 22, 2025 |
|
|
| 95 | Fridman and Modi |
Lex : Are you afraid of death?
|
Mar 17, 2025 |
fridman
modi
|
|
| 96 | Attention - An overview |
What is a Large Language Model (LLM)?
Describe how transformer architecture enables LLMs to handle long-range dependencies in text.
|
Mar 14, 2025 |
d9e8fb
4a90e2
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00796b
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| 97 | Position Embeddings |
The dog chased the ball, but “it” could not catch “it” even after running the whole field round and round....
|
Mar 11, 2025 |
|
|
| 98 | GAN - Generative Adversarial Networks |
Introduction Generative Adversarial Networks (GANs) are a class of machine learning frameworks designed for unsupervised learning. They consist of two...
|
Mar 9, 2025 |
128
example
ffdead
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| 99 | Polynomials |
The definition
$p(x) = a_n x^n + a_{n-1} x^{n-1} + … + a_1 x + a_0$
|
Mar 4, 2025 |
|
|
| 100 | L2 - Coding the first neuron |
Coding the 1st neuron
|
Mar 3, 2025 |
|
|
| 101 | llm input target embedding |
Stages of building an LLM
|
Feb 24, 2025 |
dataset
dataloader
shuffling
|
|
| 102 | 002. Ramayana - The value of toil, grit and determination |
The turmoil, havoc and horror The war with Tataka When Vishvamitra takes Rama and Lakshmana to the forest to protect...
|
Feb 23, 2025 |
|
|
| 103 | DeepSeek from scratch |
Lecture 1 : Series Introduction
|
Feb 22, 2025 |
|
|
| 104 | Roadmap |
Stages
|
Feb 22, 2025 |
|
|
| 105 | 001. Ramayana - The Beginning in Grief |
The beginning in grief
|
Feb 22, 2025 |
|
|
| 106 | 3 styles of Curiosity |
The 3 styles of curiosity
|
Feb 21, 2025 |
bridging-up
wide-interest
curiosity
equality
|
|
| 107 | LSTM Code |
The LSTM schema
|
Feb 19, 2025 |
|
|
| 108 | Long Short Term Memory Networks (LSTM) |
Why LSTMs - Long Short Term Memory Networks?
|
Feb 15, 2025 |
|
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| 109 | Word2Vec |
The journey of training corpus to vector db
|
Feb 7, 2025 |
|
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| 110 | Bag of Words |
Bag of words
|
Feb 7, 2025 |
|
|
| 111 | Language Models |
Language Models - what is the need of language model
|
Feb 6, 2025 |
|
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| 112 | Introduction to n-gram language models |
How to compute the probability of the next word?
|
Feb 6, 2025 |
|
|
| 113 | RNN theory |
Why RNN - Recurrent neural network - is needed
|
Feb 1, 2025 |
|
|
| 114 | Security Architecture Overview |
Security design review process
|
Jan 22, 2025 |
security
|
security
|
| 115 | Dare to Lead! |
Book review : Dare to Lead By Berné Brown
|
Dec 15, 2024 |
rumbling,
courage,
vulnerability
|
books
|
| 116 | Gifts of Imperfection |
|
Dec 15, 2024 |
rumbling,
courage,
vulnerability,
fake-vulnerability,
vulnerability-boundaries,
psychological-safety,
container.
|
|
| 117 | The art of tokenization |
The art of tokenization
|
Feb 2, 2024 |
introduction
to
llm
semantics_will_be_destroyed
converts
|
|
| 118 | Large Language Models - An introduction |
Next token prediction task NLP Vs LLM
|
Feb 1, 2024 |
data-generation-process
fine-tuning
recovering-alpaca-weights
|
|
| 119 | Byte Pair Encoding |
What does an LLM do?
|
Jan 26, 2024 |
introduction
to
llm
|
|
Categories (16)
Mount-Assisi
Prayers
Reunion-2026
agentic_ai_2_0
books
The Sane Society
steppenwolf
the religion of man
the courage to be disliked
forty rules of love
dare to lead
dlr
dp-qlearning
value-action-state-action
monte-carlo
mdp
mab
big-pic
rl_foundations
Q Learning
introduction
drl
monte-carlo
mdp
dynamic-programming
full stack llm app
virtual environments
prompt engineering
mutability
genai
langraph
lighthouse
lighthouse-index
llmproduction
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