gokulsan

Telecom Fraud Detection Using GAN for Banking Industry
https://www.sciencedirect.com/science/article/pii/S0893608018300698

Continous Recurrent Neural Networks with Adversarial Training
http://mogren.one/publications/2016/c-rnn-gan/mogren2016crnngan.pdf

Jupyter Notebooks for DRN and GAN
https://insights.untapt.com/deep-reinforcement-learning-and-generative-adversarial-networks-tutorials-with-jupyter-notebooks-6ef4dc6957ea

Live Lessons

gokulsan

Creating a Transaction Handlers
https://sawtooth.hyperledger.org/docs/core/nightly/master/_autogen/sdk_TP_tutorial_go.html

Gossip Protocol and Protobuf Messages
https://jira.hyperledger.org/browse/FAB-10302

gokulsan

https://www.visualcapitalist.com/decentralized-finance/
https://blockonomi.com/what-is-decentralized-finance-defi/
https://www.investinblockchain.com/decentralized-finance-redefine-banking/
https://www.mycryptopedia.com/what-are-decentralized-finance-defi-applications/
https://tokeneconomy.co/mapping-the-decentralized-financial-system-7c5af65e0335
https://www.theblockcrypto.com/2019/03/14/mapping-out-ethereums-defi/
https://blog.blockonomics.co/6-basics-of-decentralized-finance-you-should-know-fb169dcf4673
https://www.coindesk.com/decentralized-finance-emerges-as-banner-topic-at-ethereum-denver-conference

gokulsan

NEM Blockchain Feature Overview : https://testnet.help/en/article/nem-blockchain
NEM Blockchain Architecture : https://sites.google.com/site/blockchaintutorial/nem-blockchain-architecture
NEM Blockchain High Performance Architecture : https://sludgefeed.com/nem-high-performance-blockchain-architecture/
NEM Blockchain Production Capabilities : https://blog.nem.io/production-level-blockchain/
NEM Blockchain Node Overview : https://nemtech.github.io/concepts/node.html
NEM Blockchain Architect Guide : https://nemtech.github.io/getting-started/what-is-nem.html
NEM v/s Ethereum Comparison : https://blog.nem.io/ethereum-versus-nem-the-obvious-choice/
NEM v/s Bitcoin v/s Ethereum v/s Nxt v/s Ardor : https://www.jelurida.com/blockchain-comparison
NEM v/s Ethereum v/s Hyperledger : https://hackernoon.com/comparison-of-smart-contract-platforms-2796e34673b7

gokulsan

Bullet Proofs does not requrie trusted setup like ZK Snarks. Bulletproofs shrink the size of the cryptographic proof from over 10kB to less than 1kB. If all Bitcoin transactions were confidential and used Bulletproofs, then the total size of the UTXO set would be only 17 GB, compared to 160 GB with the currently used proofs. Bulletproofs have many other applications in cryptographic protocols, such as shortening proofs of solvency, short verifiable shuffles, confidential smart contracts, and as a general drop-in replacement for Sigma-protocols - https://crypto.stanford.edu/bulletproofs/

Decentralized Anonymous Payments - https://blog.acolyer.org/2017/02/21/zerocash-decentralized-anonymous-payments-from-bitcoin/

Most efficient zero knowledge proofs known are based on Sigma protocols. Informally, Sigma protocols are honest-verifier perfect zero-knowledge interactive proof systems with some very interesting properties.  First, they are three round public-key protocols (meaning
that the verifier’s single messag

gokulsan

Understanding Blockchain Platform Architectures and Implementation Styles
https://www.gartner.com/en/documents/3627217

An Overview of Blockchain Technology: Architecture, Consensus, and Future Trends
https://ieeexplore.ieee.org/document/8029379

How Hyperledger Fabric Delivers Security to Enterprise Blockchain
https://www.altoros.com/blog/how-hyperledger-fabric-delivers-security-to-enterprise-blockchain/

Security Analyzer for Hyperledger Fabric Smart Contracts

gokulsan

The only purpose of RLP is to encode structure; 
Encoding specific atomic data types (eg. strings, ints, floats) is left up to higher-order protocols 
In Ethereum integers must be represented in big endian binary form with no leading zeroes
Thus making the integer value zero be equivalent to the empty byte array
https://ethereum.stackexchange.com/questions/30518/does-rlp-specify-integer-encoding?rq=1

Shared Nibble in the Extension Node
https://ethereum.stackexchange.com/questions/31920/what-is-the-shared-nibble-of-this-extension-node

Ethereum Compact Merkle Trie

gokulsan

Developing Architecture Baseline
http://www.informit.com/articles/article.aspx?p=375542&seqNum=3

The architecture is manifested as an early version of the final system known as an architecture baseline. 
The architecture baseline is a subset of the entire system, so we call it the skinny system. This skinny system has versions of all the models that the full-fledged system has at the end of the project. It includes the same skeleton of subsystems, components, and nodes, but not all the musculature is in place.

Developing Architecture Views 
http://pubs.opengroup.org/architecture/togaf8-doc/arch/chap31.html

Firstly, there is common usage. Typically an overall enterprise architecture comprising all four "architectures" (Business, Data, Applications, Technology) will not be undertaken as a single project. Rather each "architecture" - and in some cases, subsets of them - will be undertaken as individual projects. The ultimate deliverable of such a project is commonly referred to as an "... architecture" (for e

gokulsan

https://www.searchtechnologies.com/blog/natural-language-processing-techniques
https://stackoverflow.com/questions/46383076/how-to-implement-synonyms-for-use-in-a-search-engine
https://towardsdatascience.com/simple-nlp-search-in-your-application-step-by-step-guide-in-scala-22ca1ce3e475
https://medium.com/@chrisfotache/text-classification-in-python-pipelines-nlp-nltk-tf-idf-xgboost-and-more-b83451a327e0

Data Sample 
Training NER
Entity Extraction
Categorizing Content
Clustering Content

gokulsan

Tezos can instantiate any blockchain based protocol. Its seed protocol specifies a procedure for stakeholders to approve amendments to the proto- col, including amendments to the amendment procedure itself. Upgrades to Tezos are staged through a testing environment to allow stakeholders to recall potentially problematic amendments.

Tezos Transaction Management 

A manager operation, such as a transaction, has 3 important parameters: counter, gas and storage limit. 
The counter belongs to each account, it increases at each operation signed by that account and enforces some good intuitive properties:

In Tezos there are two kinds of accounts: implicit and originated. 
The implicit accounts are the tz1 we have used up to now. 
They are created with a transfer operation to the account public key hash. Originated accounts have addresses KT1 and are created with an origination operation.