ᴅʜᴀʀᴍɪɴ

|| * Travelling passionate * Contest freak * Gadget freak * Photography passionate ||

[Shraddha Bharuka @BharukaShraddha]

MACHINE LEARNING — MASTER TREE 🌲

Machine Learning
│
├── 01. Mathematics
│ ├── Linear Algebra
│ ├── Probability
│ ├── Statistics
│ ├── Calculus
│ ├── Optimization
│ └── Information Theory
│
├── 02. Python Foundations
│ ├── NumPy
│ ├── Pandas
│ ├── Matplotlib
│ ├── Seaborn
│ ├── APIs
│ └── Data Cleaning
│
├── 03. Data Preprocessing
│ ├── Missing Values
│ ├── Feature Engineering
│ ├── Encoding
│ ├── Scaling
│ ├── Data Splitting
│ └── Feature Selection
│
├── 04. Supervised Learning
│ ├── Linear Regression
│ ├── Logistic Regression
│ ├── Decision Trees
│ ├── Random Forest
│ ├── XGBoost
│ └── SVM
│
├── 05. Unsupervised Learning
│ ├── K-Means
│ ├── DBSCAN
│ ├── Hierarchical Clustering
│ ├── PCA
│ ├── t-SNE
│ └── Dimensionality Reduction
│
├── 06. Deep Learning
│ ├── Neural Networks
│ ├── CNNs
│ ├── RNNs
│ ├── LSTMs
│ ├── Transformers
│ └── Attention Mechanisms
│
├── 07. MLOps
│ ├── Docker
│ ├── Kubernetes
│ ├── MLflow
│ ├── Model Registry
│ ├── Monitoring
│ └── CI/CD for ML
│
├── 08. Generative AI
│ ├── LLMs
│ ├── Prompt Engineering
│ ├── RAG
│ ├── Fine-Tuning
│ ├── Agents
│ └── MCP
│
├── 09. Deployment
│ ├── FastAPI
│ ├── Flask
│ ├── Cloud Deployment
│ ├── APIs
│ ├── Edge AI
│ └── Inference Optimization
│
└── 10. Future of ML
├── AI Agents
├── Multimodal AI
├── Robotics
├── Autonomous Systems
└── AGI Research

[Dhairya @dkare1009]

ALL FREE CERTIFICATION RESOURCES

AWS
https://t.co/XqFhwdDPJR

CISSP
https://t.co/kXs5q85GqC

CISA
https://t.co/H2whs0jcqF

CISM
https://t.co/B75YSTSaF3

CRISC
https://t.co/W29JXfU3BD

Digital Marketing
https://t.co/W29JXfU3BD

Retweet to help others

[Sunil Gurjar, CFTe @sunilgurjar01]

22 Monopoly Stocks in India for investment!

1- IRCTC (100% in the ticketing business)

2- HAL (100% in defense manufacturing)

3- CDSL (59% in depository business)

4- Coal India (82% in coal production)

5- Pidilite (70% share in adhesive)

6- Nestle (96.5% share in cerelac industry)

7- MCX (92% of India’s commodities exchange sector)

8- Syngene (50% of the contract research and manufacturing services (CRAMS) market in India)

9- Praj Industries (60% in ethanol plant installation industry)

10- Asahi India Glass (77% of the automotive glass market and 50% of the architectural glass market in India)

11- Hindustan Zinc (78% in zinc industry)

12- ITC (77% in cigarettes)

13- CONCOR (68.52% in cargo carrier)

14- BHEL (67% in the power equipment sector)

15- DFL (DreamFolks is India's largest airport service aggregator)

16- APL Apollo (50% share in pre-galvanised and structural tube industry)

17- Borosil Renewables (India's only solar glass maker for over a decade)

18- BKT (6% of the global off-highway tire market and 30% of the Indian market)

19- IEX (95% of short-term electricity contracts in India)

20- CAMS (70% within the mutual fund industry)

21- Marico (73% in oil products)

22- NOCIL (it is the largest rubber chemical manufacturing company with 40% market share in India)

Which Stock You Are Holding ??

#stocks #investing

[GEODNET @GEODNET]

With GEODNET empowering global precision layer, drones are moving beyond demos into production-ready workflows.
Real smart agricultural utilization case in India👇🏻

[Web3Radar @BedaKakuru48767]

ATTENTION TRADERS

THE CANDLESTICK BIBLE IS HERE

✅ MORNING STAR = BUY

✅ BULLISH ENGULFING = BUY

✅ HAMMER = BUY

❌ EVENING STAR = SELL

❌ BEARISH ENGULFING = SELL

❌ SHOOTING STAR = SELL

❌ HANGING MAN = SELL

MASTER THESE PATTERNS.

DOMINATE THE MARKET.

[CA Rishika Gupta @rishrox19]

Good move by the government

You can now safely deposit WILL with the district registrar for ₹100

[Vaidehi @Ai_Vaidehi]

𝟯𝟬 𝗕𝗹𝗼𝗴𝘀 𝘁𝗼 𝗟𝗲𝗮𝗿𝗻 𝟯𝟬 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝗲𝘀𝗶𝗴𝗻 𝗖𝗼𝗻𝗰𝗲𝗽𝘁𝘀:

1. APIs: https://t.co/7fL4F9XGef
2. API Gateways: https://t.co/D4j6P6CYDr
3. JWTs: https://t.co/OKiOvlj8Fq
4. Webhooks: https://t.co/nvgjOsKOas
5. REST vs GraphQL: https://t.co/Kipxik9t7B
6. Load Balancing: https://t.co/34mFEh55xv
7. Proxy vs Reverse Proxy: https://t.co/IDslD2PJcL
8. Scalability: https://t.co/ohmTKQxPZZ
9. Availability: https://t.co/GkquXXNylU
10. SPOF: https://t.co/GQ8WR0E8RP
11. CAP Theorem: https://t.co/5bu4SkN9lJ
12. SQL vs NoSQL: https://t.co/4aMsfVsZbD
13. ACID Transactions: https://t.co/52MERICrzU
14. Database Indexes: https://t.co/BBoa8EMX2r
15. Database Sharding: https://t.co/rZ2ZxQS11P
16. Consistent Hashing: https://t.co/qKWIFOXKql
17. CDC: https://t.co/kBldaWUZzb
18. Caching: https://t.co/lMkqrsputO
19. Caching Strategies: https://t.co/pXru61Cfvr
20. Cache Eviction Policies: https://t.co/EoeeW1FFRy
21. CDN: https://t.co/0PcOUhdNXp
22. Rate Limiting Algorithms: https://t.co/4ocDZggbho
23. Message Queues: https://t.co/FTPz4XpgqG
24. Bloom Filters: https://t.co/ym7I98Aboj
25. Idempotency: https://t.co/itqXVPe4zT
26. Concurrency vs Parallelism: https://t.co/CbjqqzYKIx
27. Long Polling vs WebSockets: https://t.co/L1Tr4MeN5A
28. Stateful vs. Stateless Architecture: https://t.co/0AVkCh9fm1
29. Batch vs Stream Processing: https://t.co/wMWEf8IGFY
30. Geohashing: https://t.co/emPySzIVP8

🔁 Repost to help a friend.
📌 Save this post for later.

[The Trading Wolf @TheTradingwolf0]

📊 Top 12 Mutual Funds Across Key Categories

🔳 Flexi Cap
▪️ Parag Parikh Flexi Cap Fund
▪️ HDFC Flexi Cap Fund
▪️ Helios Flexi Cap Fund

🔳 Small Cap
▪️ Nippon India Small Cap
▪️ HDFC Small Cap
▪️ Quant Small Cap Fund

🔳 Mid Cap
▪️ HDFC Mid Cap Fund
▪️ Invesco India Mid Cap Fund
▪️ Motilal Oswal Midcap Fund

🔳 Large Cap
▪️ ICICI Prudential Large Cap
▪️ Nippon India Large Cap
▪️ Mirae Asset Large Cap Fund

Disclaimer:
🚫 No Recommendation.
Do your own research before investing.

[MarketMindsetPro @Realfinancial2]

Learn these 3 major trading concepts here

[Market Rebellion @RebellioMarket]

Every Trading Strategy Explained in 6 Minutes

0:00 - Fibonacci Retracements
0:27 - Chart Patterns
1:01 - Elliot Wave
1:51 - FVG
3:06 - Support & Resistance
5:01 - Volume
5:22 - Supply and Demand
5:50 - Break of Structure
5:58 - Change of Character

[Tanmay 🇮🇳 @Tanmay_31_]

This is a Big News!

Parle Products Initiates Talks for its Mega IPO

The Legacy FMCG Giant has started discussions with Kotak Mahindra Capital, JM Financial, Axis Capital and another two Bankers

Parle Products remains one of India’s largest unlisted companies. Founded in 1929 by the Chauhan family in Mumbai, the business is now led by the third generation—Vijay, Sharad, and Raj Chauhan—and is 100% promoter-owned.

The Parle-G parent has reported ~18,000 Crores in Revenues in FY25

Parle-G is ranked as world’s top-selling biscuit brands,
Its portfolio also includes Monaco, KrackJack, Hide & Seek, Melody, 20-20, Mango Bite, Londonderry, Kismi, Etc.

The IPO is likely to be a Full OFS, formal pitches are expected in progress by Mid-May

[The Market HQ @WaveFx89]

🚨 MASTER THE MARKET WITH VOLUME PROFILE 🚨

Smart money leaves clues, and

volume tells the story.

✍️High volume zones = strong

resistance

🟢 Low volume zones = fast moves

✍️ POC = your high-probability

entry

Learn to read supply, spot

distribution, and catch the

drop before it happens.

Trade smarter, not harder.

[MARKET INSIGHTS! @IManghaila]

CONTINUATION REVERSAL PATTERNS.

[Sunil Gurjar, CFTe @sunilgurjar01]

The Only EMA System You’ll Ever Need (Used the Right Way)

Price doesn’t “respect” indicators.
It respects the average cost of smart money.

That’s all EMAs are.

EMA = context, not magic.

• EMA 9 → Intraday traders
• EMA 21 → Swing traders
• EMA 50 → Trend traders
• EMA 200 → Investors & big trends

Different EMAs = different players.

Market control rule:
Price above EMA → Buyers in control
Price below EMA → Sellers in control

High-probability filter:
✔ Price above 200 EMA
✔ 21 EMA above 50 EMA
✔ Pullback toward 21 EMA
✔ Volume dries up on pullback
✔ Buy only on bullish candle near 21 EMA

Trend phases:
1️⃣ Initiation
2️⃣ EMA pullback
3️⃣ Momentum expansion
4️⃣ Weakness (stop chasing)

Exit like a pro:
• Take partials at 1:2 RR
• Move stop to breakeven
• Trail with 21 EMA
• Exit fully if price closes below 50 EMA

EMAs don’t predict.
They protect you from bad trades.

Trade with context. Stay patient.

#trading #investing

[CERT-In @IndianCERT]

Cybersecurity best practices. #indiancert #cyberswachhtakendra #StaySafeOnline #cybersecurity #besafe #staysafe #mygov #Meity #onlinefraud #cybercrime #scamming #cyberalert #CSK #CyberSecurityAwareness

[Job Corner @JOBCORNER247]

Free Online Cybersecurity Courses and Certifications in 2026.

Here are 15 FREE courses to help you master Cybersecurity 👇👇

1. IBM Cybersecurity Analyst Professional Certificate

🔗https://t.co/2jRxn10kjz

2. Microsoft Cybersecurity Analyst Professional Certificate

🔗 https://t.co/5e5eQxA84P

3. Cloud Application Development Foundations Specialization

🔗 https://t.co/9iWY5A2fup

4. Developing Applications with Google Cloud Specialization

🔗 https://t.co/Mi6gHvfJFN

5. Introduction to Cloud Computing

🔗 https://t.co/0uqyYL9iBK

6. Understanding Google Cloud Security and Operations

🔗 https://t.co/v8Z94BwtN4

7. Innovating with Data and Google Cloud

🔗 https://t.co/dnZ59ZTC9w

8. Microsoft Azure Fundamentals: Describe cloud concepts

🔗 https://t.co/gdHd2SlIra

9. GoogleCloud: Google Cloud Computing Foundations: Cloud Computing Fundamentals

🔗 https://t.co/b3CitYIFtB

10. Cloud Computing Basics (Cloud 101)

🔗https://t.co/vyKDyTcr1o

11. IT Fundamentals for Cybersecurity Specialization

🔗https://t.co/OgWdCensVa

12. Introduction to Cybersecurity Tools & Cyber Attacks

🔗 https://t.co/UbkohxmgJA

13. Cyber Security Course for Beginners
https://t.co/bBDau5ujRI

14. Introduction to Cyber Security
https://t.co/wpNGAmynDK

15. For Beginners
https://t.co/NGiPmE6aCt

Happy Learning 🌟

[Nainsi Dwivedi @NainsiDwiv50980]

Stop wasting hours trying to learn AI. 📘📚

I have already done it for you.

With one list. Zero confusion. And no fluff

📹 Videos:

1. LLM Introduction: https://t.co/kJDquHyQuR

2. LLMs from Scratch: https://t.co/0tVKf67LWE

3. Agentic AI Overview (Stanford): https://t.co/F3eMqlyx7o

4. Building and Evaluating Agents: https://t.co/p2wAwQkmc1

5. Building Effective Agents: https://t.co/soZEzoU6eu

6. Building Agents with MCP: https://t.co/7rXLH619p4

7. Building an Agent from Scratch: https://t.co/JVVEvlwcvH

8. Philo Agents: https://t.co/oALtKeEhg1

🗂️ Repos

1. GenAI Agents: https://t.co/SzAvw64ZA3

2. Microsoft's AI Agents for Beginners: https://t.co/MYCOwStucr

3. Prompt Engineering Guide: https://t.co/zFZJT6V60r

4. Hands-On Large Language Models: https://t.co/S5E4390RIk

5. AI Agents for Beginners: https://t.co/MYCOwStucr

6. GenAI Agentshttps://lnkd.in/dEt72MEy

7. Made with ML: https://t.co/mAb4b9Li9o

8. Hands-On AI Engineering:https://t.co/2QvXB3WJhe

9. Awesome Generative AI Guide: https://t.co/dYaAsRgfO6

10. Designing Machine Learning Systems: https://t.co/jRxshvMgJt

11. Machine Learning for Beginners from Microsoft: https://t.co/6u48FQng1g

12. LLM Course: https://t.co/o0NnbEjH6X

🗺️ Guides

1. Google's Agent Whitepaper: https://t.co/cs0P2Tt165

2. Google's Agent Companion: https://t.co/Qnv3PsJZIx

3. Building Effective Agents by Anthropic: https://t.co/5ZfcMllO9N.

4. Claude Code Best Agentic Coding practices: https://t.co/zX9ep8ER0h

5. OpenAI's Practical Guide to Building Agents: https://t.co/uwdBKet060

📚Books:

1. Understanding Deep Learning: https://t.co/Rix5N440Y8

2. Building an LLM from Scratch: https://t.co/V20ES23ZH8

3. The LLM Engineering Handbook: https://t.co/avpqPTA0I8

4. AI Agents: The Definitive Guide - Nicole Koenigstein: https://t.co/8bgDLtebU0

5. Building Applications with AI Agents - Michael Albada: https://t.co/W70co41CCW

6. AI Agents with MCP - Kyle Stratis: https://t.co/vF8VqTeyfA

7. AI Engineering: https://t.co/eJrAoLMW0Z

📜 Papers

1. ReAct: https://t.co/SFgUispJcP

2. Generative Agents: https://t.co/q50bu1PPnQ.

3. Toolformer: https://t.co/CFssbdAXvQ

4. Chain-of-Thought Prompting: https://t.co/n84jvdyxWL.

🧑🏫 Courses:

1. HuggingFace's Agent Course: https://t.co/yhVP0jcs6w

2. MCP with Anthropic: https://t.co/w9LxesXtjx

3. Building Vector Databases with Pinecone: https://t.co/GeI4yarzHH

4. Vector Databases from Embeddings to Apps: https://t.co/eMrFYZaY8d

5. Agent Memory: https://t.co/hjbH72Qwqr

Repost for your network ♻️

[Fingrad @joinfingrad]

This provides an overview of how traders identify floor levels in an uptrend using three distinct methods which are Structure Breaks, Rising Trendlines, and Moving Averages. By illustrating how prior resistance flips into support and how dynamic indicators adapt to price action, the shows potential buying opportunities and trend continuity in the financial markets.